14 resultados para Organization and Knowledge Representation

em Universidad Politécnica de Madrid


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In the last decades, neuropsychological theories tend to consider cognitive functions as a result of the whole brainwork and not as individual local areas of its cortex. Studies based on neuroimaging techniques have increased in the last years, promoting an exponential growth of the body of knowledge about relations between cognitive functions and brain structures [1]. However, so fast evolution make complicated to integrate them in verifiable theories and, even more, translated in to cognitive rehabilitation. The aim of this research work is to develop a cognitive process-modeling tool. The purpose of this system is, in the first term, to represent multidimensional data, from structural and functional connectivity, neuroimaging, data from lesion studies and derived data from clinical intervention [2][3]. This will allow to identify consolidated knowledge, hypothesis, experimental designs, new data from ongoing studies and emerging results from clinical interventions. In the second term, we pursuit to use Artificial Intelligence to assist in decision making allowing to advance towards evidence based and personalized treatments in cognitive rehabilitation. This work presents the knowledge base design of the knowledge representation tool. It is compound of two different taxonomies (structure and function) and a set of tags linking both taxonomies at different levels of structural and functional organization. The remainder of the abstract is organized as follows: Section 2 presents the web application used for gathering necessary information for generating the knowledge base, Section 3 describes knowledge base structure and finally Section 4 expounds reached conclusions.

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Self-consciousness implies not only self or group recognition, but also real knowledge of one’s own identity. Self-consciousness is only possible if an individual is intelligent enough to formulate an abstract self-representation. Moreover, it necessarily entails the capability of referencing and using this elf-representation in connection with other cognitive features, such as inference, and the anticipation of the consequences of both one’s own and other individuals’ acts. In this paper, a cognitive architecture for self-consciousness is proposed. This cognitive architecture includes several modules: abstraction, self-representation, other individuals'representation, decision and action modules. It includes a learning process of self-representation by direct (self-experience based) and observational learning (based on the observation of other individuals). For model implementation a new approach is taken using Modular Artificial Neural Networks (MANN). For model testing, a virtual environment has been implemented. This virtual environment can be described as a holonic system or holarchy, meaning that it is composed of autonomous entities that behave both as a whole and as part of a greater whole. The system is composed of a certain number of holons interacting. These holons are equipped with cognitive features, such as sensory perception, and a simplified model of personality and self-representation. We explain holons’ cognitive architecture that enables dynamic self-representation. We analyse the effect of holon interaction, focusing on the evolution of the holon’s abstract self-representation. Finally, the results are explained and analysed and conclusions drawn.

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This paper describes the adaptation approach of reusable knowledge representation components used in the KSM environment for the formulation and operationalisation of structured knowledge models. Reusable knowledge representation components in KSM are called primitives of representation. A primitive of representation provides: (1) a knowledge representation formalism (2) a set of tasks that use this knowledge together with several problem-solving methods to carry out these tasks (3) a knowledge acquisition module that provides different services to acquire and validate this knowledge (4) an abstract terminology about the linguistic categories included in the representation language associated to the primitive. Primitives of representation usually are domain independent. A primitive of representation can be adapted to support knowledge in a given domain by importing concepts from this domain. The paper describes how this activity can be carried out by mean of a terminological importation. Informally, a terminological importation partially populates an abstract terminology with concepts taken from a given domain. The information provided by the importation can be used by the acquisition and validation facilities to constraint the classes of knowledge that can be described using the representation formalism according to the domain knowledge. KSM provides the LINK-S language to specify terminological importation from a domain terminology to an abstract one. These terminologies are described in KSM by mean of the CONCEL language. Terminological importation is used to adapt reusable primitives of representation in order to increase the usability degree of such components in these domains. In addition, two primitives of representation can share a common vocabulary by importing common domain CONCEL terminologies (conceptual vocabularies). It is a necessary condition to make possible the interoperability between different, heterogeneous knowledge representation components in the framework of complex knowledge - based architectures.

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onceptual design phase is partially supported by product lifecycle management/computer-aided design (PLM/CAD) systems causing discontinuity of the design information flow: customer needs — functional requirements — key characteristics — design parameters (DPs) — geometric DPs. Aiming to address this issue, it is proposed a knowledge-based approach is proposed to integrate quality function deployment, failure mode and effects analysis, and axiomatic design into a commercial PLM/CAD system. A case study, main subject of this article, was carried out to validate the proposed process, to evaluate, by a pilot development, how the commercial PLM/CAD modules and application programming interface could support the information flow, and based on the pilot scheme results to propose a full development framework.

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The recognition of the relevance of energy, especially of the renewable energies generated by the sun, water, wind, tides, modern biomass or thermal is growing significantly in the global society based on the possibility it has to improve societies′ quality of life, to support poverty reduction and sustainable development. Renewable energy, and mainly the energy generated by large hydropower generation projects that supply most of the renewable energy consumed by developing countries, requires many technical, legal, financial and social complex processes sustained by innovations and valuable knowledge. Besides these efforts, renewable energy requires a solid infrastructure to generate and distribute the energy resources needed to solve the basic needs of society. This demands a proper construction performance to deliver the energy projects planned according to specifications and respecting environmental and social concerns, which implies the observance of sustainable construction guidelines. But construction projects are complex and demanding and frequently face time and cost overruns that may cause negative impacts on the initial planning and thus on society. The renewable energy issue and the large renewable energy power generation and distribution projects are particularly significant for developing countries and for Latin America in particular, as this region concentrates an important hydropower potential and installed capacity. Using as references the performance of Venezuelan large hydropower generation projects and the Guri dam construction, this research evaluates the tight relationship existing between sustainable construction and knowledge management and their impact to achieve sustainability goals. The knowledge management processes are proposed as a basic strategy to allow learning from successes and failures obtained in previous projects and transform the enhancement opportunites into actions to improve the performance of the renewable energy power generation and distribution projects.

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OntoTag - A Linguistic and Ontological Annotation Model Suitable for the Semantic Web 1. INTRODUCTION. LINGUISTIC TOOLS AND ANNOTATIONS: THEIR LIGHTS AND SHADOWS Computational Linguistics is already a consolidated research area. It builds upon the results of other two major ones, namely Linguistics and Computer Science and Engineering, and it aims at developing computational models of human language (or natural language, as it is termed in this area). Possibly, its most well-known applications are the different tools developed so far for processing human language, such as machine translation systems and speech recognizers or dictation programs. These tools for processing human language are commonly referred to as linguistic tools. Apart from the examples mentioned above, there are also other types of linguistic tools that perhaps are not so well-known, but on which most of the other applications of Computational Linguistics are built. These other types of linguistic tools comprise POS taggers, natural language parsers and semantic taggers, amongst others. All of them can be termed linguistic annotation tools. Linguistic annotation tools are important assets. In fact, POS and semantic taggers (and, to a lesser extent, also natural language parsers) have become critical resources for the computer applications that process natural language. Hence, any computer application that has to analyse a text automatically and ‘intelligently’ will include at least a module for POS tagging. The more an application needs to ‘understand’ the meaning of the text it processes, the more linguistic tools and/or modules it will incorporate and integrate. However, linguistic annotation tools have still some limitations, which can be summarised as follows: 1. Normally, they perform annotations only at a certain linguistic level (that is, Morphology, Syntax, Semantics, etc.). 2. They usually introduce a certain rate of errors and ambiguities when tagging. This error rate ranges from 10 percent up to 50 percent of the units annotated for unrestricted, general texts. 3. Their annotations are most frequently formulated in terms of an annotation schema designed and implemented ad hoc. A priori, it seems that the interoperation and the integration of several linguistic tools into an appropriate software architecture could most likely solve the limitations stated in (1). Besides, integrating several linguistic annotation tools and making them interoperate could also minimise the limitation stated in (2). Nevertheless, in the latter case, all these tools should produce annotations for a common level, which would have to be combined in order to correct their corresponding errors and inaccuracies. Yet, the limitation stated in (3) prevents both types of integration and interoperation from being easily achieved. In addition, most high-level annotation tools rely on other lower-level annotation tools and their outputs to generate their own ones. For example, sense-tagging tools (operating at the semantic level) often use POS taggers (operating at a lower level, i.e., the morphosyntactic) to identify the grammatical category of the word or lexical unit they are annotating. Accordingly, if a faulty or inaccurate low-level annotation tool is to be used by other higher-level one in its process, the errors and inaccuracies of the former should be minimised in advance. Otherwise, these errors and inaccuracies would be transferred to (and even magnified in) the annotations of the high-level annotation tool. Therefore, it would be quite useful to find a way to (i) correct or, at least, reduce the errors and the inaccuracies of lower-level linguistic tools; (ii) unify the annotation schemas of different linguistic annotation tools or, more generally speaking, make these tools (as well as their annotations) interoperate. Clearly, solving (i) and (ii) should ease the automatic annotation of web pages by means of linguistic tools, and their transformation into Semantic Web pages (Berners-Lee, Hendler and Lassila, 2001). Yet, as stated above, (ii) is a type of interoperability problem. There again, ontologies (Gruber, 1993; Borst, 1997) have been successfully applied thus far to solve several interoperability problems. Hence, ontologies should help solve also the problems and limitations of linguistic annotation tools aforementioned. Thus, to summarise, the main aim of the present work was to combine somehow these separated approaches, mechanisms and tools for annotation from Linguistics and Ontological Engineering (and the Semantic Web) in a sort of hybrid (linguistic and ontological) annotation model, suitable for both areas. This hybrid (semantic) annotation model should (a) benefit from the advances, models, techniques, mechanisms and tools of these two areas; (b) minimise (and even solve, when possible) some of the problems found in each of them; and (c) be suitable for the Semantic Web. The concrete goals that helped attain this aim are presented in the following section. 2. GOALS OF THE PRESENT WORK As mentioned above, the main goal of this work was to specify a hybrid (that is, linguistically-motivated and ontology-based) model of annotation suitable for the Semantic Web (i.e. it had to produce a semantic annotation of web page contents). This entailed that the tags included in the annotations of the model had to (1) represent linguistic concepts (or linguistic categories, as they are termed in ISO/DCR (2008)), in order for this model to be linguistically-motivated; (2) be ontological terms (i.e., use an ontological vocabulary), in order for the model to be ontology-based; and (3) be structured (linked) as a collection of ontology-based triples, as in the usual Semantic Web languages (namely RDF(S) and OWL), in order for the model to be considered suitable for the Semantic Web. Besides, to be useful for the Semantic Web, this model should provide a way to automate the annotation of web pages. As for the present work, this requirement involved reusing the linguistic annotation tools purchased by the OEG research group (http://www.oeg-upm.net), but solving beforehand (or, at least, minimising) some of their limitations. Therefore, this model had to minimise these limitations by means of the integration of several linguistic annotation tools into a common architecture. Since this integration required the interoperation of tools and their annotations, ontologies were proposed as the main technological component to make them effectively interoperate. From the very beginning, it seemed that the formalisation of the elements and the knowledge underlying linguistic annotations within an appropriate set of ontologies would be a great step forward towards the formulation of such a model (henceforth referred to as OntoTag). Obviously, first, to combine the results of the linguistic annotation tools that operated at the same level, their annotation schemas had to be unified (or, preferably, standardised) in advance. This entailed the unification (id. standardisation) of their tags (both their representation and their meaning), and their format or syntax. Second, to merge the results of the linguistic annotation tools operating at different levels, their respective annotation schemas had to be (a) made interoperable and (b) integrated. And third, in order for the resulting annotations to suit the Semantic Web, they had to be specified by means of an ontology-based vocabulary, and structured by means of ontology-based triples, as hinted above. Therefore, a new annotation scheme had to be devised, based both on ontologies and on this type of triples, which allowed for the combination and the integration of the annotations of any set of linguistic annotation tools. This annotation scheme was considered a fundamental part of the model proposed here, and its development was, accordingly, another major objective of the present work. All these goals, aims and objectives could be re-stated more clearly as follows: Goal 1: Development of a set of ontologies for the formalisation of the linguistic knowledge relating linguistic annotation. Sub-goal 1.1: Ontological formalisation of the EAGLES (1996a; 1996b) de facto standards for morphosyntactic and syntactic annotation, in a way that helps respect the triple structure recommended for annotations in these works (which is isomorphic to the triple structures used in the context of the Semantic Web). Sub-goal 1.2: Incorporation into this preliminary ontological formalisation of other existing standards and standard proposals relating the levels mentioned above, such as those currently under development within ISO/TC 37 (the ISO Technical Committee dealing with Terminology, which deals also with linguistic resources and annotations). Sub-goal 1.3: Generalisation and extension of the recommendations in EAGLES (1996a; 1996b) and ISO/TC 37 to the semantic level, for which no ISO/TC 37 standards have been developed yet. Sub-goal 1.4: Ontological formalisation of the generalisations and/or extensions obtained in the previous sub-goal as generalisations and/or extensions of the corresponding ontology (or ontologies). Sub-goal 1.5: Ontological formalisation of the knowledge required to link, combine and unite the knowledge represented in the previously developed ontology (or ontologies). Goal 2: Development of OntoTag’s annotation scheme, a standard-based abstract scheme for the hybrid (linguistically-motivated and ontological-based) annotation of texts. Sub-goal 2.1: Development of the standard-based morphosyntactic annotation level of OntoTag’s scheme. This level should include, and possibly extend, the recommendations of EAGLES (1996a) and also the recommendations included in the ISO/MAF (2008) standard draft. Sub-goal 2.2: Development of the standard-based syntactic annotation level of the hybrid abstract scheme. This level should include, and possibly extend, the recommendations of EAGLES (1996b) and the ISO/SynAF (2010) standard draft. Sub-goal 2.3: Development of the standard-based semantic annotation level of OntoTag’s (abstract) scheme. Sub-goal 2.4: Development of the mechanisms for a convenient integration of the three annotation levels already mentioned. These mechanisms should take into account the recommendations included in the ISO/LAF (2009) standard draft. Goal 3: Design of OntoTag’s (abstract) annotation architecture, an abstract architecture for the hybrid (semantic) annotation of texts (i) that facilitates the integration and interoperation of different linguistic annotation tools, and (ii) whose results comply with OntoTag’s annotation scheme. Sub-goal 3.1: Specification of the decanting processes that allow for the classification and separation, according to their corresponding levels, of the results of the linguistic tools annotating at several different levels. Sub-goal 3.2: Specification of the standardisation processes that allow (a) complying with the standardisation requirements of OntoTag’s annotation scheme, as well as (b) combining the results of those linguistic tools that share some level of annotation. Sub-goal 3.3: Specification of the merging processes that allow for the combination of the output annotations and the interoperation of those linguistic tools that share some level of annotation. Sub-goal 3.4: Specification of the merge processes that allow for the integration of the results and the interoperation of those tools performing their annotations at different levels. Goal 4: Generation of OntoTagger’s schema, a concrete instance of OntoTag’s abstract scheme for a concrete set of linguistic annotations. These linguistic annotations result from the tools and the resources available in the research group, namely • Bitext’s DataLexica (http://www.bitext.com/EN/datalexica.asp), • LACELL’s (POS) tagger (http://www.um.es/grupos/grupo-lacell/quees.php), • Connexor’s FDG (http://www.connexor.eu/technology/machinese/glossary/fdg/), and • EuroWordNet (Vossen et al., 1998). This schema should help evaluate OntoTag’s underlying hypotheses, stated below. Consequently, it should implement, at least, those levels of the abstract scheme dealing with the annotations of the set of tools considered in this implementation. This includes the morphosyntactic, the syntactic and the semantic levels. Goal 5: Implementation of OntoTagger’s configuration, a concrete instance of OntoTag’s abstract architecture for this set of linguistic tools and annotations. This configuration (1) had to use the schema generated in the previous goal; and (2) should help support or refute the hypotheses of this work as well (see the next section). Sub-goal 5.1: Implementation of the decanting processes that facilitate the classification and separation of the results of those linguistic resources that provide annotations at several different levels (on the one hand, LACELL’s tagger operates at the morphosyntactic level and, minimally, also at the semantic level; on the other hand, FDG operates at the morphosyntactic and the syntactic levels and, minimally, at the semantic level as well). Sub-goal 5.2: Implementation of the standardisation processes that allow (i) specifying the results of those linguistic tools that share some level of annotation according to the requirements of OntoTagger’s schema, as well as (ii) combining these shared level results. In particular, all the tools selected perform morphosyntactic annotations and they had to be conveniently combined by means of these processes. Sub-goal 5.3: Implementation of the merging processes that allow for the combination (and possibly the improvement) of the annotations and the interoperation of the tools that share some level of annotation (in particular, those relating the morphosyntactic level, as in the previous sub-goal). Sub-goal 5.4: Implementation of the merging processes that allow for the integration of the different standardised and combined annotations aforementioned, relating all the levels considered. Sub-goal 5.5: Improvement of the semantic level of this configuration by adding a named entity recognition, (sub-)classification and annotation subsystem, which also uses the named entities annotated to populate a domain ontology, in order to provide a concrete application of the present work in the two areas involved (the Semantic Web and Corpus Linguistics). 3. MAIN RESULTS: ASSESSMENT OF ONTOTAG’S UNDERLYING HYPOTHESES The model developed in the present thesis tries to shed some light on (i) whether linguistic annotation tools can effectively interoperate; (ii) whether their results can be combined and integrated; and, if they can, (iii) how they can, respectively, interoperate and be combined and integrated. Accordingly, several hypotheses had to be supported (or rejected) by the development of the OntoTag model and OntoTagger (its implementation). The hypotheses underlying OntoTag are surveyed below. Only one of the hypotheses (H.6) was rejected; the other five could be confirmed. H.1 The annotations of different levels (or layers) can be integrated into a sort of overall, comprehensive, multilayer and multilevel annotation, so that their elements can complement and refer to each other. • CONFIRMED by the development of: o OntoTag’s annotation scheme, o OntoTag’s annotation architecture, o OntoTagger’s (XML, RDF, OWL) annotation schemas, o OntoTagger’s configuration. H.2 Tool-dependent annotations can be mapped onto a sort of tool-independent annotations and, thus, can be standardised. • CONFIRMED by means of the standardisation phase incorporated into OntoTag and OntoTagger for the annotations yielded by the tools. H.3 Standardisation should ease: H.3.1: The interoperation of linguistic tools. H.3.2: The comparison, combination (at the same level and layer) and integration (at different levels or layers) of annotations. • H.3 was CONFIRMED by means of the development of OntoTagger’s ontology-based configuration: o Interoperation, comparison, combination and integration of the annotations of three different linguistic tools (Connexor’s FDG, Bitext’s DataLexica and LACELL’s tagger); o Integration of EuroWordNet-based, domain-ontology-based and named entity annotations at the semantic level. o Integration of morphosyntactic, syntactic and semantic annotations. H.4 Ontologies and Semantic Web technologies (can) play a crucial role in the standardisation of linguistic annotations, by providing consensual vocabularies and standardised formats for annotation (e.g., RDF triples). • CONFIRMED by means of the development of OntoTagger’s RDF-triple-based annotation schemas. H.5 The rate of errors introduced by a linguistic tool at a given level, when annotating, can be reduced automatically by contrasting and combining its results with the ones coming from other tools, operating at the same level. However, these other tools might be built following a different technological (stochastic vs. rule-based, for example) or theoretical (dependency vs. HPS-grammar-based, for instance) approach. • CONFIRMED by the results yielded by the evaluation of OntoTagger. H.6 Each linguistic level can be managed and annotated independently. • REJECTED: OntoTagger’s experiments and the dependencies observed among the morphosyntactic annotations, and between them and the syntactic annotations. In fact, Hypothesis H.6 was already rejected when OntoTag’s ontologies were developed. We observed then that several linguistic units stand on an interface between levels, belonging thereby to both of them (such as morphosyntactic units, which belong to both the morphological level and the syntactic level). Therefore, the annotations of these levels overlap and cannot be handled independently when merged into a unique multileveled annotation. 4. OTHER MAIN RESULTS AND CONTRIBUTIONS First, interoperability is a hot topic for both the linguistic annotation community and the whole Computer Science field. The specification (and implementation) of OntoTag’s architecture for the combination and integration of linguistic (annotation) tools and annotations by means of ontologies shows a way to make these different linguistic annotation tools and annotations interoperate in practice. Second, as mentioned above, the elements involved in linguistic annotation were formalised in a set (or network) of ontologies (OntoTag’s linguistic ontologies). • On the one hand, OntoTag’s network of ontologies consists of − The Linguistic Unit Ontology (LUO), which includes a mostly hierarchical formalisation of the different types of linguistic elements (i.e., units) identifiable in a written text; − The Linguistic Attribute Ontology (LAO), which includes also a mostly hierarchical formalisation of the different types of features that characterise the linguistic units included in the LUO; − The Linguistic Value Ontology (LVO), which includes the corresponding formalisation of the different values that the attributes in the LAO can take; − The OIO (OntoTag’s Integration Ontology), which  Includes the knowledge required to link, combine and unite the knowledge represented in the LUO, the LAO and the LVO;  Can be viewed as a knowledge representation ontology that describes the most elementary vocabulary used in the area of annotation. • On the other hand, OntoTag’s ontologies incorporate the knowledge included in the different standards and recommendations for linguistic annotation released so far, such as those developed within the EAGLES and the SIMPLE European projects or by the ISO/TC 37 committee: − As far as morphosyntactic annotations are concerned, OntoTag’s ontologies formalise the terms in the EAGLES (1996a) recommendations and their corresponding terms within the ISO Morphosyntactic Annotation Framework (ISO/MAF, 2008) standard; − As for syntactic annotations, OntoTag’s ontologies incorporate the terms in the EAGLES (1996b) recommendations and their corresponding terms within the ISO Syntactic Annotation Framework (ISO/SynAF, 2010) standard draft; − Regarding semantic annotations, OntoTag’s ontologies generalise and extend the recommendations in EAGLES (1996a; 1996b) and, since no stable standards or standard drafts have been released for semantic annotation by ISO/TC 37 yet, they incorporate the terms in SIMPLE (2000) instead; − The terms coming from all these recommendations and standards were supplemented by those within the ISO Data Category Registry (ISO/DCR, 2008) and also of the ISO Linguistic Annotation Framework (ISO/LAF, 2009) standard draft when developing OntoTag’s ontologies. Third, we showed that the combination of the results of tools annotating at the same level can yield better results (both in precision and in recall) than each tool separately. In particular, 1. OntoTagger clearly outperformed two of the tools integrated into its configuration, namely DataLexica and FDG in all the combination sub-phases in which they overlapped (i.e. POS tagging, lemma annotation and morphological feature annotation). As far as the remaining tool is concerned, i.e. LACELL’s tagger, it was also outperformed by OntoTagger in POS tagging and lemma annotation, and it did not behave better than OntoTagger in the morphological feature annotation layer. 2. As an immediate result, this implies that a) This type of combination architecture configurations can be applied in order to improve significantly the accuracy of linguistic annotations; and b) Concerning the morphosyntactic level, this could be regarded as a way of constructing more robust and more accurate POS tagging systems. Fourth, Semantic Web annotations are usually performed by humans or else by machine learning systems. Both of them leave much to be desired: the former, with respect to their annotation rate; the latter, with respect to their (average) precision and recall. In this work, we showed how linguistic tools can be wrapped in order to annotate automatically Semantic Web pages using ontologies. This entails their fast, robust and accurate semantic annotation. As a way of example, as mentioned in Sub-goal 5.5, we developed a particular OntoTagger module for the recognition, classification and labelling of named entities, according to the MUC and ACE tagsets (Chinchor, 1997; Doddington et al., 2004). These tagsets were further specified by means of a domain ontology, namely the Cinema Named Entities Ontology (CNEO). This module was applied to the automatic annotation of ten different web pages containing cinema reviews (that is, around 5000 words). In addition, the named entities annotated with this module were also labelled as instances (or individuals) of the classes included in the CNEO and, then, were used to populate this domain ontology. • The statistical results obtained from the evaluation of this particular module of OntoTagger can be summarised as follows. On the one hand, as far as recall (R) is concerned, (R.1) the lowest value was 76,40% (for file 7); (R.2) the highest value was 97, 50% (for file 3); and (R.3) the average value was 88,73%. On the other hand, as far as the precision rate (P) is concerned, (P.1) its minimum was 93,75% (for file 4); (R.2) its maximum was 100% (for files 1, 5, 7, 8, 9, and 10); and (R.3) its average value was 98,99%. • These results, which apply to the tasks of named entity annotation and ontology population, are extraordinary good for both of them. They can be explained on the basis of the high accuracy of the annotations provided by OntoTagger at the lower levels (mainly at the morphosyntactic level). However, they should be conveniently qualified, since they might be too domain- and/or language-dependent. It should be further experimented how our approach works in a different domain or a different language, such as French, English, or German. • In any case, the results of this application of Human Language Technologies to Ontology Population (and, accordingly, to Ontological Engineering) seem very promising and encouraging in order for these two areas to collaborate and complement each other in the area of semantic annotation. Fifth, as shown in the State of the Art of this work, there are different approaches and models for the semantic annotation of texts, but all of them focus on a particular view of the semantic level. Clearly, all these approaches and models should be integrated in order to bear a coherent and joint semantic annotation level. OntoTag shows how (i) these semantic annotation layers could be integrated together; and (ii) they could be integrated with the annotations associated to other annotation levels. Sixth, we identified some recommendations, best practices and lessons learned for annotation standardisation, interoperation and merge. They show how standardisation (via ontologies, in this case) enables the combination, integration and interoperation of different linguistic tools and their annotations into a multilayered (or multileveled) linguistic annotation, which is one of the hot topics in the area of Linguistic Annotation. And last but not least, OntoTag’s annotation scheme and OntoTagger’s annotation schemas show a way to formalise and annotate coherently and uniformly the different units and features associated to the different levels and layers of linguistic annotation. This is a great scientific step ahead towards the global standardisation of this area, which is the aim of ISO/TC 37 (in particular, Subcommittee 4, dealing with the standardisation of linguistic annotations and resources).

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In computer science, different types of reusable components for building software applications were proposed as a direct consequence of the emergence of new software programming paradigms. The success of these components for building applications depends on factors such as the flexibility in their combination or the facility for their selection in centralised or distributed environments such as internet. In this article, we propose a general type of reusable component, called primitive of representation, inspired by a knowledge-based approach that can promote reusability. The proposal can be understood as a generalisation of existing partial solutions that is applicable to both software and knowledge engineering for the development of hybrid applications that integrate conventional and knowledge based techniques. The article presents the structure and use of the component and describes our recent experience in the development of real-world applications based on this approach.

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Enabling Subject Matter Experts (SMEs) to formulate knowledge without the intervention of Knowledge Engineers (KEs) requires providing SMEs with methods and tools that abstract the underlying knowledge representation and allow them to focus on modeling activities. Bridging the gap between SME-authored models and their representation is challenging, especially in the case of complex knowledge types like processes, where aspects like frame management, data, and control flow need to be addressed. In this paper, we describe how SME-authored process models can be provided with an operational semantics and grounded in a knowledge representation language like F-logic in order to support process-related reasoning. The main results of this work include a formalism for process representation and a mechanism for automatically translating process diagrams into executable code following such formalism. From all the process models authored by SMEs during evaluation 82% were well-formed, all of which executed correctly. Additionally, the two optimizations applied to the code generation mechanism produced a performance improvement at reasoning time of 25% and 30% with respect to the base case, respectively.

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Scaling is becoming an increasingly important topic in the earth and environmental sciences as researchers attempt to understand complex natural systems through the lens of an ever-increasing set of methods and scales. The guest editors introduce the papers in this issue’s special section and present an overview of some of the work being done. Scaling remains one of the most challenging topics in earth and environmental sciences, forming a basis for our understanding of process development across the multiple scales that make up the subsurface environment. Tremendous progress has been made in discovery, explanation, and applications of scaling. And yet much more needs to be done and is being done as part of the modern quest to quantify, analyze, and manage the complexity of natural systems. Understanding and succinct representation of scaling properties can unveil underlying relationships between system structure and response functions, improve parameterization of natural variability and heterogeneity, and help us address societal needs by effectively merging knowledge acquired at different scales.

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A recent study elaborated by Vicerrectorado de Ordenación Académica y Planificación Estratégica of Technical University of Madrid (UPM) defines the satisfaction of the university student body as "the response that the University offers to the expectations and demands of service of the students, considered in a general way ". Besides an indicator of academic and institutional insertion of the student, the assessment of student engagement allows us to adapt the academic offer and the extension services of the University to the real needs of the students. The process of convergence towards the European Higher Education Area (EHEA) raises the need to form in competitions, that is to say, of developing in our students capacities and knowledge beyond the purely theoretical-practical thing. Therefore, the perception and experience of the educational process and environment by the students is an important issue to be addressed to accomplish their expectations and achieve a curriculum accordingly to EHEA expectations. The present study aims to explore the student motivation and approval of the educational environment at the UPM. To this end a total of 97 students enrolled in the undergraduate program of Civil Engineering, Computer Engineering and Agronomic Engineering at UPM were surveyed. The survey consisted of 40 questions divided in three blocks. The first one of 20 questions of personal character in that they were gathering, besides the sex and the age, the degree of fulfilment, implication and dedication with the institution and the academic tasks. In the second block we identify 10 questions related to the perception of the student on the teaching quality, and finally a block of 10 questions regarding the Bologna Process. The students personal motivation was moderately high, with a score of 3.6 (all scores are provided on a 5-point scale), being the most valuable items obtaining a university degree (4,3) and the friendship between students (4,2). Any significant difference was shown between sexes (P=0.23) since the averages for this block of questions were of 3.7±0.3 and 3.5±0.4 for women and men respectively. The students are moderately satisfied with their graduate studies with an average score of 3,2, being the questions that reflect a minor satisfaction the research profile of the teachers (2,8) and the organization of the Schools (2,9). The best valued questions are related to the usefulness and quality of the degrees, with 3,5 and 3,4 respectively, and to the interest of the courses within the degree (3,4). For sexes, the results of this block of questions are similar (3.1±0.3 and 3.2±0.3 for men and women respectively=0.79). Also, there were no differences (P=0.39) between the students who arrange work and studies or do not work (3.1±0.2 and 3.2±0.3 respectively). In conclusion, students at UPM present an acceptable degree of motivation and satisfaction with regard to the studies and services that offer their respective Schools. Both characteristics receive the same value both for men and for women and so much for students who arrange work and studies as for those who devote themselves only to studying. In a significant way, students who are more engaged and are in-class attendants present the major degree of satisfaction.Overall, there is a great lack of information regarding the Bologna Process. In fact to the majority, they would like to know more on what it is, what it means and what changes will involve its implementation.

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Comúnmente la Arquitectura se manifiesta en los edificios como un hecho de la realidad que tiene siempre carácter contemporáneo y ése debe ser el valor supremo de un arte que no distingue entre antiguo y moderno, por afectar al presente y ser contemporáneo como experiencia. Los objetos se insertan irremediablemente en su medio e incluso llegan a definirlo en ocasiones: así, arquitectura y paisaje, aparecerán a veces confundidos con diferencias difíciles de determinar. El término “paisaje” es relativamente moderno y se deriva de ciertas representaciones gráficas o pictóricas producidas en Occidente en época algo posterior al Renacimiento. No obstante, el hecho de que una palabra se pueda escribir o se cite no quiere decir que la realidad a la que responde no pueda existir, pues lo escrito es solamente un medio de expresión, y es obvio que existen otros quizá más antiguos y de idéntica importancia, pues la propia escritura no es más que el reflejo de un fenómeno que ya se ha producido con anterioridad. Parece así que el testimonio de la realidad viene dado por distintos contextos en lo que suele llamarse “cultura” de modo que las culturas pueden tener aspectos de gran interés mediante diferentes sistemas de expresión variados sin que eso tenga que pasar forzosamente por el filtro de un alfabeto y una escritura. A tenor de los primeros descubrimientos, parece que la cuestión de escribir tuvo originalmente un carácter de constatación de apunte contable y tampoco se puede establecer con certeza si algunos utilizaron la escritura como el so-porte adecuado para referir mitos o historias, pues la Arqueología no ha proporcionado sino testimonios fragmentarios; de lo que si está repleta sin duda la historia es de apuntes contables. Otra cuestión que suscita dudas es la propia definición de escritura, pues parece que los más antiguos modos de expresión escrita se reducen a pictogramas que resultan aún indescifrables. Lenguas y toponimia son también herramientas muy útiles para bucear en el pasado, pero aún así persisten dudas en las escrituras que pro-vienen de las representaciones primordiales: la propia escritura en sus orígenes parece alimentarse de las propias intuiciones inmediatas de la representación, algo que evolucionaría representando esa realidad urgente e inmediata del control o el abastecimiento que luego se convertirían en los fragmentos de texto que han podido conservarse. Es notorio, sin embargo, que ese conjunto enorme de convenios gráficos estaba sujeto a la palabra y la desaparición de las culturas determinó también la desaparición consecuente de sus lenguas, y esos signos - fueran o no escritura - han pasado definitivamente a las zonas oscuras del conocimiento. Escribir supone también disponer de capacidad de abstracción gráfica que diferencie la palabra y la cosa, y es posible que la razón que llevara a ese descubrimiento fuera simplemente el de una economía de signos, pues escritura y lenguaje son limitados por definición, mientras que las cosas del mundo son innumerables: ningún idioma contiene todas las palabras para describir todo lo que puede aparecer. Aparentemente, ese el motivo por el cual existe un localismo – un término específico que refiere algo que existe en un lugar y no en otros - en lo que se refiere a dar el nombre a la cosa y también fuente de paradigma entre los pueblos que se consideran primitivos y los que se consideran civilizados. Debe tenerse en cuenta también que esa transposición se da en ambos sentidos, de modo que las culturas más aisladas también incorporan conceptos que carecen de una explicación racional consistente. Las mitologías son así eternas, pues sirven para explicar realidades que carecen de un entendimiento alcanzable y está también bastante claro que los lenguajes resultan ser un enigma, como realidad autónoma que queda en-cerrada y se explica en sí misma. Parece también que los primeros en escribir las consonantes aisladas fueron los pueblos semíticos occidentales de las orillas del Mediterráneo, pueblos que crearon un alfabeto silábico que llegó a ser utilizado incluso por los tartesios en el sur de la península ibérica como el primer alfabeto de toda Europa occidental. Resulta patente que el término “paisaje” se ha nutrido siempre de representaciones, bien escritas o artísticas, pero queda también claro que esas representaciones se suponen derivadas de la creencia en una idea de paisaje como algo que se ve representado en sí mismo, es decir, como la imagen de una realidad externa situada fuera del individuo. Eso es un hecho trascendente, pues el paisaje requiere lejanía de la cosa, de modo que el actor – aún sabiéndose inserto en su paisaje – es incapaz de percibirlo desde dentro. En el paisaje ocurre igual que en un teatro o en una representación: los actores son conscientes de su papel y su posible cometido, pero no son los que realmente pueden disfrutar de la eficacia o de la propia presencia de la obra, pues forman parte de ella. La idea de paisaje proviene de una lectura externa a la de los propios protagonistas del drama, de modo que si quieren ser un crítico del paisaje se debe abandonar la representación para mirar el espectáculo desde una distancia adecuada, al fin y a cabo externa. De ese modo, aparece la primera constatación del hecho del paisaje como una realidad construida por objetos y personajes, pero, sobre todo, es una realidad construida por miradas. Llama también la atención otorgada en las lecturas de los especialistas hacia esa referencia externa - artística si se quiere - sobre el término “paisaje”, de modo que la bibliografía no especializada sobre el particular siempre acaba en tratados de pintura o poesía. Parece sin embargo que el hombre y sus paisajes son realidades indisolubles desde la propia aparición de la especie, de modo que llevar la cuestión hacia términos exclusivamente esteticistas parece una posición parcial. Hombre y medio han formado siempre una sola unidad, aunque esa unidad se haya convertido en determinados casos en sinónimo de depredación y destrozo. Sin embargo, esa destrucción crea igualmente un paisaje como desolación que es resultado del propio quehacer del hombre: elementos que también poseen un contenido sustancial de memoria en los paisajes industriales como un momento de la Historia previo a la automatización y a la globalización de la vida actuales. Quizá el concepto más interesante desde el punto de vista teórico sea precisamente el de esa cualidad del paisaje como mirada, algo externo producido por el contemplador en un momento ajeno a la pertenencia, una mirada que no es tan sólo estética sino comprensiva, gozosa, activa o analítica - pues existen tantas maneras de mirar como sujetos - sin que pueda definirse con precisión esa contemplación más que en términos que alcanzan la propia individualidad. En términos poéticos, también podría establecerse como ese conjunto de miradas individuales crean también una estructura que hace que ese paisaje se valore y se comprenda, de modo que desde ese punto de vista ese paisaje supone una creación colectiva. Con respeto o como depredador, el hombre se ha instalado en su medio, y al hacerlo, ha dejado huellas dentro del propio paisaje que hacen que tome una determinada significación. Naturalmente, existe una teoría que distingue entre “país” y “paisaje”, asumiendo para el primero la noción exclusiva de territorio en la cual el hombre no tiene papel estético alguno. He intentado muchas veces comprender esa posición, sin acabar de entender el planteamiento que la sustenta: parece que la visión de la cosa estará siempre humanizada, aún en las zonas “vírgenes” o intactas, pues la propia visión hace que el objeto se modifique en su propia unidad perceptiva, creando una curiosa indeterminación que lleva a los conocidos equívocos entre imagen real y representación. Efectivamente, la visión de la cosa requiere de una cultura y unos medios que la informan, de modo que un texto, una pintura, una descripción o una fotografía quedarán ya humanizadas por el propio hecho de ser informadas, pues ello otorga una forma a priori. De ese modo, el paisaje figura inscrito en una función que establece tanto aspectos de un paisaje posible como aspectos del paisaje descrito y solamente podrá hablarse sobre la potencialidad del estado final de ese paisaje y nada del propio paisaje en sí, mientras ese paisaje no quede humanizado por el propio observador. Esta cuestión obliga a elegir una definición de paisaje alejada de presupuestos esteticistas para acercarla a los puramente culturales, de modo que no existe otra vía para la investigación que contemplar esa realidad física en función de las coordenadas del hombre que la habita, dotada del contenido correspondiente a esa revelación. Lejos de las posiciones de la geomorfología, el término “paisaje” implicará así unas condiciones determinadas de contemplación por parte de un sujeto por el cual el espectáculo queda humanizado en dicho acto.Cabe pensar también si no es cierto que todos los paisajes requieren de esa condición humanizada, pues aunque no estén habitados están siempre ocupados por esa mirada que los habita, al igual que un escenario sin público que carece de vigencia. A partir de ahí se sitúan las coordenadas en donde este trabajo configura la presencia de la arquitectura en la definición del paisaje, una premisa que parece ya venir otorgada desde el principio, pues esa misma mirada del espectador ya está dotando de un sentido de orden y jerarquía a la contemplación, unas cualidades que están en la base de toda actividad arquitectónica, De hecho la propia definición de “monumento natural” - en si misma una contradicción – expresa ese conflicto, dotado de un fenómeno de admiración y solape entre cultura y naturaleza, como conceptos enfrentados desde su origen. La conclusión sobre el dilema propuesta en la tesis no ha sido otra que suponer que esas dos realidades que son la cultura y el paisaje se han solapado desde el principio de los tiempos del hombre formando un binomio indeslindable. Se ha dicho antes que el proceso de invasión del territorio por el hombre es significativo, y esa significación es la que origina una creación autónoma que se aísla como un concepto abstracto de los entes naturales, tomándolos como material de trabajo, y estableciendo una oposición conceptual en la realidad perforada e interpretada por el hombre que viene a oponerse a lo que supone la caja cerrada e ignota del enigma del mundo. La cuestión de la significación del hombre sobre el territorio se subsume en la creación de unos productos que permanecen y que son testimonio de la propia cultura, de forma que la cantidad de rastro que el hombre deja sobre el territorio contribuye en mayor medida a la cualificación del paisaje como concepto. Eso lleva a establecer que cualquier paisaje - por el mero hecho de serlo y ser definido así – es ya cultural, puesto que está configurado por los productos de la cultura. Las palabras que puedan quedar encerradas en las piedras de los monumentos o de las ciudades son las de los hombres que trabajaron allí, y también las de los que las habitaron: más aún, el propio sentido del paisaje y su conservación vienen determinados por la presencia del hombre como único interprete de conceptos como ecología o conservación, algo que se pone de manifiesto también en la espantosa devastación que producen los fenómenos propios de la naturaleza. La historia natural, al igual que la vida, están conformadas por éxito y devastación, sin que uno y otra tengan especial preferencia, pues la preferencia se alimenta de otra clase de conceptos. La cuestión de atribuir valores morales al mundo natural es algo muy antiguo, y quizá sea la fuente o el manantial de las primeras religiones, una cuestión que se une a la indefectible noción de mortalidad que define la existencia del hombre frente a la inmanencia de la naturaleza. Esa propia naturaleza está dotada intuitivamente de un carácter “inocente” suponiendo que la inocencia es lo opuesto a la sabiduría. La cuestión es bien otra, ya que la naturaleza no posee ni siquiera algo que pueda definirse como “carácter”, en el sentido personal del término. La cuestión no cae, evidentemente, del lado de las definiciones o de las cualidades, sino del propio análisis de la realidad que el hombre va construyendo, destruyendo, embelleciendo o perjudicando para definir el territorio que habita, interponiendo a su manera recursos, instalaciones y en definitiva todos los testimonios posibles como principal manifestación de su esencia. Entre los artefactos que el hombre produce, uno de los más persistentes y más conspicuamente descritos es el de la arquitectura - entendida aquí en un sentido amplio - es decir, como el conjunto de modificaciones del espacio y del territorio. El espacio se puede modificar de muchos modos, pero en cualquiera de los casos constituye una de las huellas más características que el hombre establece como manifestación física de su propio ser discursivo. También la arquitectura ha demostrado ser una de los fenómenos más persistentes, incluso más que la propia lengua que la origina en su discurso primero antes que pueda ac-cederse a una idea sobre la conformación del material. Es paradigmático que el episodio descrito sobre la Torre de Babel en la Biblia la cuestión de la ambición de los hombres frente a Dios, representada precisamente en una arquitectura, se asimile a la discusión sobre el lenguaje primordial. La cuestión no es baladí, pues el fenómeno de la creación es algo que se concede exclusivamente a los dioses, que por esa razón habitan los territorios a los que los hombres no pueden llegar; territorios de albergue en los que las mitologías sitúan a dioses y demonios, con amplios espacios intermedios donde situar a las divinidades menores, héroes o seres híbridos en los que la coyunda de los dioses con los humanos produce sujetos que alivian el sentido de la mortalidad. El comentario del Génesis también concede un valor a la técnica, al mito de Prometeo y al fuego como creador de excelencia. Frente al progreso prometeico, se postula el valor divino, y la única forma posible de paliar ese progreso es la confusión del lenguaje, pues eso será lo que produzca la dispersión y la falta de acuerdo. La cuestión también puede explicar esa afición tan común por lo canónico en arquitectura que se mantiene a lo largo de grandes períodos, al igual que una gran máquina de inercia. Parece que los conceptos primordiales de la arquitectura basados en elementos simples como el hito, el dintel, lo recto y lo curvo, la rampa o la escalera, y el uso distinto o cualificado que se otorga a la piedra, el ladrillo, la madera o el metal como componentes primordiales del material arquitectónico se haya mantenido a lo largo de muchos milenios sin apenas cambios, al igual que ocurre con las costumbres alimenticias que siguen una progresión ascendente a través de lo crudo, lo asado y lo cocido, hasta obtener distintos grados de refina-miento, pero que siempre se sustentan en la sensación primigenia. El descubrimiento de la arquitectura proviene de un cierto manejo de las dimensiones, y consiguientemente de la geometría. Pero la geometría es cosa abstracta al igual que el lenguaje, de modo que para poder realizar arquitectura se hace necesaria esa capacidad de abstracción primera que luego permite la realización de un dispositivo. La realidad y su número exhiben un divorcio, al igual que las cosas y sus nombres exhiben el suyo, y el análisis numérico es solamente una forma de ver la realidad, una forma rigurosa y exacta – aunque parcial - que solamente representa el modelo ideal al cual la realidad se aproxima en mayor o menor medida: esa aproximación matemática hace que el universo pueda condensarse parcialmente en números, al igual que la realidad puede condensarse en nombres, pero ni el nombre ni el número reflejarán el mundo en toda su complejidad. El número es quizá solamente un medio de describir las cosas, como lo serían las formas puras que responden a una configuración matemática que pueda producirse en teoría en cualquier parte del Universo. Sin embargo, para el ejercicio de la arquitectura es preciso acudir a esa simplificación que exige la visión abstracta del plano como una sección cierta realidad como un corte abstracto del elemento considerado. Con su traza o sin ella, con la propia expresión matemática que lo describa o sin precisarla, esa intuición del plano como elemento generador del espacio es anterior a aquella expresión, al igual que el habla fue anterior a la escritura, pues solamente se produjo a través de ella y como refuerzo y sustituto de la memoria. Existen así abstracciones de la memoria que aparecen derivadas de los signos de la naturaleza aparecidos solamente de forma eventual y fragmentaría: así ocurre con la línea, el cuadrado y el círculo, formas iniciales y abstractas sonsacadas en cierta medida de la observación que dan origen a los primeros signos de la arquitectura primordial, de modo que cuadrados y círculos, elevados a prismas y superficies esféricas o esferoides aparecen en tumbas y edificios elementales de los primeros tiempos mediante una geometría primordial que se superpone al paisaje en el que se inserta. Es cierto también que esas formas se encuentran ya aproximadas en objetos que se encuentran en el medio físico, líneas en extremidades, ramas y miembros; ángulos rectos en algunos cristales que se observan mediante corte o formas circulares en astros y cráteres, pero esa realidad solamente presenta su forma aproximada y no su abstracción pura, de igual modo que el jeroglífico propondrá al ave rapaz para representar la idea de vigilancia y la buena vista, o incluso que la imagen del propio ojo sustituya la idea del Dios que todo lo ve en las culturas anti-guas. La elección fue resuelta, después de muchos intentos y aproximaciones, con la adopción del ángulo recto como un artificio fácil para el replanteo a través del triángulo sagrado 3:4:5 que ya se utilizó para construir las pirámides de Egipto, y que dio origen también a la mayor parte del urbanismo antiguo, coexistiendo con la forma circular primordial en el tipo denominado “tholo”. Aquella trama cuadrangular era uno de los patrones de relleno del espacio más comunes y compactos, y esa fue probablemente la razón por la que en tiempos muy posteriores fuera adoptada como una forma eficaz permanente de organización frente al desorden topológico que procura el conjunto de asociación de plantas circulares. Otra cuestión paradigmática es que esos conceptos primordiales e ignotos - que convergen en el mismo origen de las civilizaciones - se conviertan luego en algo canónico, a través del uso. El canon en sí mismo es algo ideal, como una norma aplicable a objetos de una realidad que ha sido creada solamente como indicio del ca-non, algo abstracto que tiene proporciones estrictas que son siempre las mismas y no obedece a criterios racionales: será absurdo sin embargo buscar el canon griego entre los templos de época como algunos lo hicieron, pues los edificios solamente se aproximan a los ejemplos canónicos y por esa razón se habla del “dórico del Partenón” que es diferente del de Egina o del de Paestum, siendo todos ellos evidentemente dóricos. Sin embargo, esa idea resulta útil al tratadista, al teórico de la arquitectura y al historiador, aun-que solamente refleje una vaga idea de lo que sucede más allá del tratado. Otra cuestión es la sutileza de los ejemplos de arquitectura, y del mismo modo que los cuerpos de los seres vivos jamás son simétricos, aunque respondan a un diseño simétrico general derivado de las condiciones de la división celular, los edificios supuestamente canónicos en los que los especialistas se inspiraron para definir los órdenes clásicos no disponen de esa simetría modular exacta, sino que adaptan un modelo general al lugar siempre cambiante del emplazamiento, es decir, se adaptan con habilidad a la vez que configuran el paisaje en el que se insertan. La luz de los distintos intercolumnios del Partenón es ligeramente distinta, aunque guarde un evidente sentido de simetría axial, de manera que aquellos “órdenes” que formaron la Teoría de la Arquitectura no son más que una bella interpretación sectorial de la arquitectura antigua elaborada por los tratadistas del Renacimiento y, posteriormente, por los neoclásicos. Parece, sin embargo, que ese ansia por el canon como claridad de lenguaje es algo consustancial al desarrollo de la arquitectura, una lingua franca que tiende a evitar la dispersión producida entre los mortales por los dioses antiguos, de modo que si no era posible llegar al cielo de los dioses se procuró que el lenguaje de la Tierra fuera al menos inteligible para poder entenderse entre los hombres. Parece que la estructura del poder siempre requirió de un determinado nivel de organización, y también que las instrucciones se entendieran con claridad: parece que en nuestros tiempos esos antiguos cánones se han sustituido por la obediencia a normas abstractas, dictadas por instituciones también algo abstractas y que tienen nombres divertidos compuestos por siglas, aunque no se conozca bien su virtud. El canon actual está constituido por “normas” que dejan tranquilos a algunos, aunque parece quizá que todo ese entramado formal que sirve como anestesia para el cuerpo social procura también la destrucción de los bosques en formas de montañas ingentes de papel burocrático. Durante muchos siglos las normas fueron otras, en la forma de un canon del cual nadie podía escapar: aún así, mediante la utilización de cánones o sin ellos, la arquitectura prosperó en la civilización desde los primeros refugios cavernarios o los abrigos primigenios y de ese modo fue configurando la realidad, es decir, el paisaje. Como antes se dijo, ese es un viaje de ida y vuelta en el cual ambos se confundían y subsumían: el manejo de las formas y lenguajes de la arquitectura posibilitaría con el tiempo la distinción entre el campo en donde reina el caos y la ciudad, en donde reina teóricamente el orden, creando un divorcio que duraría milenios y que aún persiste. Esa oposición generaría también una forma de paisaje y una serie de usos simbólicos y sagrados de los elementos de la arquitectura - como son puertas y murallas - que se han mantenido conceptualmente aunque hoy las ciudades ya no posean murallas físicas, ni puertas que se cierran con la llegada de la noche. En ese sentido, la arquitectura ha podido definir el paisaje, entendiendo la arquitectura no solamente como los edificios en sí, sino como el hecho de la manifestación del hombre sobre el territorio, de modo que no podrá hablarse de paisaje sin su arquitectura, del mismo modo que no puede hablarse de paisaje sin hombres. Por esta razón, la Tesis habla sobre Arquitectura y Paisaje, pero más particularmente sobre el hecho de la arquitectura en la definición del paisaje, es decir, de como los hechos arquitectónicos van a determinar o no la cualidad y la calificación de un paisaje. Deberá partirse en primer lugar de una definición de lo que se entiende y se ha entendido comúnmente por paisaje: igualmente, y habida cuenta del contexto en el que sitúa el propio trabajo de tesis, la cuestión solamente se circunscribirá a lo que se entiende como cultura occidental, pues el desarrollo de la civilización presenta siempre un color local que hace que el análisis de un fenómeno de esta envergadura tenga distintas connotaciones en las distintas áreas de civilización. De igual modo, y habida cuenta también que el paisaje se construye a través de todas las manifestaciones culturales, se hará a veces necesario indagar en otras disciplinas no arquitectónicas para comprender el alcance de algunos casos en los cuales los restos arquitectónicos han desaparecido, o en los que subsisten escasas trazas. Una definición tan amplia de la Arquitectura llevaría a escribir un relato sobre toda la cultura occidental y por ese motivo solamente se han esbozado ideas sobre la aparición de esos signos sobre el paisaje basados en elementos antiguos y primigenios que se repiten con insistencia y van dando lugar al variado repertorio de la arquitectura occidental cómo conformación de ideas sobre el me-dio y sobre el mundo que se percibe y se habita. ABSTRACT About Architecture in defining Landscape. Abstract Architecture is commonly manifested in buildings as a fact of reality that has always a contemporary character and that should be the highest value of an art that does not distinguish between ancient and modern, to affect the present and be contemporary as experience. Objects are inserted irremediably in their midst and even sometimes come to define it: thus, architecture and landscape, appear sometimes confused with differences difficult to determine. However, the term "landscape" is relatively modern and is derived from certain graphical or pictorial representations produced in the West in some subsequent period to the Renaissance. The fact that a word can be written or quoting does not mean that the reality that can not be answered, because the writing is only a mean of expression, and it is obvious that there are other and perhaps older equally important, because the writing itself is nothing more than the reflection of a phenomenon that has occurred before. It thus appears that the testimony of reality is given by different contexts in what is called "culture", so that cultures can have aspects of great interest by many different expression systems without this necessarily have to pass through the filter of alphabet and writing. Under the initial findings, it appears that the question of writing originally had a character and finding accounting entries, and it can not be established with certainty whether some used writing as the support appropriate to refer myths or stories, because archaeology has provided only fragmentary evidence. Another issue that raises questions is what can properly be defined as writing, it seems that the oldest modes are reduced to writing pictograms are still indecipherable. Languages and place names are also very useful tools for diving in the past, but still questions remain in the scriptures that come from the primordial representations: either it is very well defined what the own writing in its origins: the beginnings seem to feed on immediate intuitions of representation, which would evolve representing reality that urgent and immediate control or supply which is then inherited into fragments. It is noteworthy, however, that this huge set of graphics agreements was subject to the word and the disappearance of cultures determined also the consequent disappearance of their languages, and those signs - whether or not they write - have passed definitively to dark areas of knowledge. Writings supposed also the capacity of abstraction graph differentiates the word and the thing, and it is possible that the reason to carry this discovery was simply that of an economy of signs, for writing and language are limited by definition, while the things of the world are innumerable: no language contains all words to describe all that may appear. Apparently, that's why there is a localism - a specific term that refers to something that exists in one place and not in others - in regards to name the thing and also the source of paradigm among peoples are considered primitive and civilized. It should be noted also that transposition occurs in both directions, so that the most isolated cultures also incorporate concepts that lack a consistent rational explanation. Mythologies are eternal and therefore serve to explain realities that lack an understanding achievable and also pretty clear that languages happen to be an enigma, as an autonomous reality that is enclosed and explains itself. It also seems that the first to write consonants were isolated western Semitic peoples from the shores of the Mediterranean, peoples who created a syllabic alphabet came to be used even by tartesios in southern Iberia as the first alphabet in Western Europe. It is clear that the term "landscape" has always nurtured representations, either written or artis-tic, but it is also clear that these representations are assumed arising from belief in an idea of landscape as something that is represented in itself, as the image of a reality external located outside the individual. That is an important fact because the landscape requires remoteness of the thing, so that the actor - even knowing insert in landscape - is unable to perceive from within. The landscape is just as in a theatre or a performance: the actors are aware of their role and their possible role, but they are not the ones who can really enjoy the efficiency or the presence of the work itself, as part of it. The idea comes from an external landscape reading the principles of players in the drama, so if you want to be a critic of the landscape should leave the actual representation to watch the spectacle from a safe distance, finally external. Thus, the first finding of fact of the landscape appears as a reality constructed by objects and characters, but above all, a reality constructed by looks. Also noteworthy given the readings of specialists to the external reference - art if it could be - on the term "landscape", so no specialized literature on the subject always ends in treatises on painting or poetry. It seems however that the man and his landscapes are inseparable realities from the very onset of the species, so bring the issue into terms exclusively aesthetics seems a partial position. Man and environment have always been a single unit, but that unit has become synonymous with certain cases predation and destruction. Nevertheless, this destruction also creates a landscape as desolation that results from proper task of man elements that also have substantial contents of memory in industrial landscapes as a time of pre-automation history and globalization of current life. Perhaps the most interesting from a theoretical point of view is precisely that quality of landscape as something external produced by the viewer in a strange time of membership, a look that is not only aesthetic but sympathetic, joyful, active concept or analytical - because there are so many ways to look as subjects - it may not be precisely defined that contemplation rather than in terms that reach one's individuality. In poetic terms, it could also be set as the set of individual gazes also create a structure that makes this landscape is valued and understood, so from that point of view that landscape is a collective creation. With respect or as a predator, man has settled in his environment and in doing so has left traces in the landscape itself that make take a certain significance. Naturally, there is a theory that distinguishes what is "home" and what is "nature" providing for the first notion of the exclusive territory in which man has no aesthetic role. I tried many times to understand this position, without understanding the approach that supports: it seems that the vision of the thing is always humane, even in the "virgin" or untouched areas, as the vision itself makes the object modified in its own perceptual unit, creating a curious indeterminacy leading to the known misunderstandings between real image and representation. Indeed, the vision of the thing requires a culture and means that the report, so that a text, a picture, a description or photograph will be humanized by the very fact of being informed, as this provides a way a priori. Thus, the landscape provides a function that sets both aspects of a potential landscape as described aspects of the landscape and can only talk about the potential of the final state of the landscape, while the landscape remains humanized by the observer himself. This question forces to choose a definition of remote landscape budgets purely cultural, so there is another way for research to contemplate that physical reality in terms of the coordinates of the man who inhabits gifted content corresponding to that revelation. Far from the positions of the geomorphology, the term "landscape" and involve a certain condition by contemplation of a subject for which the show is humanized in the act. It should also consider, in the light of the above, if it is not true that all landscapes require that humanized condition, because although they are not inhabited they are always occupied by the look that dwells, like a stage without audience produces no consistent effect. From there the coordinates where this work sets the presence of architecture in defining landscape, a premise which seems to come from the beginning given lie, because that same look is already giving the viewer a sense of order and hierarchy to contemplation, qualities that are at the basis of all architectural activity, in fact the very definition of "natural monument" - in itself a contradiction - expresses this conflict, which has a phenomenon of admiration and overlap between culture and nature as concepts faced since its inception. The conclusion on the dilemma proposed in the thesis has not been another to assume that these two realities are the culture and landscape have overlapped since the beginning of man time forming a pair. It has been said before that the process of invasion of the territory by man is significant, and that meaning is the originating autonomous creation that is isolated as an abstract concept of nature, taking them as working material, and establishing a conceptual opposition in reality and punched by the man who comes to oppose representing the closed and unknown to the enigma of the world interpreted. The question of the significance of the man on the land is subsumed in the creation of products that remain and are testimony of their own culture, so that the trace amount that the man leaves the territory contributes most to the qualification landscape as a concept. That brought into any landscape - by the mere fact of being and being well defined - is already cultural, as it is configured by culture products. The words that can be locked in the stones of the monuments or cities are those of the men who worked there, and also of those who inhabited: even more, the sense of the landscape itself and its conservation are determined by the presence of man as the sole interpreter of concepts such as ecology or conservation, something which becomes manifest also in the awful devastation that produce the phenomena of nature. The natural history, like life, are shaped by success and devastation without special preference, the preference is used for feeding on other kinds of concepts. The question of moral values attributed to the natural world is very ancient, and may be the source or the source of the first religions, an issue that joins the unfailing notion of mortality that defines the existence of man against immanence of nature. That nature is endowed intuitively an "innocent" character assuming that innocence is the opposite of wisdom. The other issue is well, since nature does not even have what is defined as "character" because that is something that serves to qualify beings, but not objects. The question does not fall clearly on the side of the definitions or qualities, but from the analysis of the reality that man is building, destroying or damaging to define the territory, interposing his way resources facilities and possible witness as the main manifestation of its essence. Among the artifacts that man produces one of the most persistent and most conspicuously disclosed is architecture as a way of modification of space and territory. The space can be modified in many ways, but in either case is one of the most characteristic traces that man establishes as a physical manifestation of his own discourse being. Architecture has also proven to be one of the most persistent phenomena, even more than their own language that originates in his speech first. The paradigm wrote in the episode described on the Tower of Babel in the Bible shows the question of ambition of men before God - represented precisely in architecture - is assimilated to the discussion about the primary language. The issue is not trivial, since the phenomenon of creation is something that is granted exclusively to the gods, for that reason inhabit the territories to which men can not reach; territories where the hostel located mythologies gods and demons, with large gaps where to place the minor deities, heroes or hybrid beings where the yoke of the gods with human subjects produces relieving sense of mortality. The commentary on Genesis also gives a value to the art, the myth of Prometheus and fire as creator of excellence. In front of promethean progress, divine value is postulated, and the only possible way to alleviate this progress is the confusion of language, because that is what will produce the dispersion and lack of agreement. The issue may also explain such a common passion for the canonical architecture maintained throughout long periods, like a great machine inertia. It seems that the main concepts of architecture based on simple elements like milestone, lintels, straight and curved stairs or ramps, or other qualified and used are granted to the stone, brick, wood or metal as the primary components of the architectural material maintained throughout many millennia are almost unchanged, as is the case with the eating habits that follow a progression through the raw, the cooked and roasted or fried until obtain different degrees of refinement, but always are based on the primal feeling. The discovery of the architecture comes from a management dimensions, and consequently the geometry. But the geometry is abstract thing like the language so that to make architecture that first absorption capacity which then allows the realization of a device is necessary. Reality and its number exhibit a divorce, like things and their names displayed his; numerical analysis is just one way of seeing reality, rigorous and accurate - though partial - only represents the ideal model to which reality is coming to a greater or lesser extent: the mathematical approach makes the universe can condense on numbers, like reality may condense on names, but neither the name nor the number will reflect in all its complexity. The number is only a means of describing things, such as the pure forms that match setup a mathematical theory that occurs anywhere in the universe. However, for the practice of architecture is necessary to go to the simplification that requires abstract view of a section plane of reality, as an abstract element considered cutting. With its trace or not, with the mathematical expression that describes what or without clarify, this intuition of the plane as a generator of space predates his own expression, like speech preceded the writing, which only occurred through it and as reinforcement and replacement of memory. There are abstractions of memory displayed on the signs of nature only on casual and fragmentary, such as line, square and circle: those initials and abstract forms located in abstraction give rise to the first signs of primordial architecture, so that squares and circles, lifting two prisms and spheroids or spherical surfaces appear in tombs and elementary buildings the first few times, and that primordial geometry overlaps the landscape in which it is inserted. It is also true that these forms are approximate objects found in the physical environment, limb lines, branches and limbs; straight in some crystals angles observed by cutting or circular in stars and craters forms, but only the approximate shape and not its abstraction, just as the hieroglyphic of a falcon to represent the idea of surveillance presents the good view, or even the image of the eye itself replace the idea of the all-seeing God. The election was resolved, after many attempts and approaches, with the adoption of the right angle as an easy trick for stake through the sacred triangle 3:4:5 already used to build the pyramids of Egypt, and also gave rise to most of the old urbanism tend coexist with the primary circular form type called "Tholo". That frame homer was one of the fill patterns of common and compact space, and that was probably the reason why in much later times was adopted as a permanent effective form of organization against the topological disorder that seeks the set of association circular plants. Another issue is that these paradigmatic and unknown primary concepts - that converge at the origin of civilizations - then become something canon, through use. The canon itself is something ideal, as a rule for objects of a reality that has been created only as an indication of the ca-non, something abstract that has strict proportions are always the same and not due to rational criteria: be absurd however seek the Greek canon among the temples of time as some did, because the buildings only approximate the canonical examples and for that reason we speak of "doric from Parthenon" which is different from Aegina or Paestum, being all clearly doric. However, this idea is useful to scholar, the architectural theorist and historian, although it reflects only a vague idea of what happens beyond the book. Another issue is the subtlety of the examples of architecture, just as the bodies of living beings are never symmetrical, even if they involve a general symmetrical design derived from the conditions of cell division, the supposedly canonical buildings where specialists were inspired to define the classical orders do not have that exact modular symmetry, but a general model adapted to the ever changing location of the site shaping the landscape in which they are inserted. The light of the various bays of the Parthenon is slightly different, but keep a clear sense of axial symmetry, so that those "orders" that formed the theory of architecture are just a beautiful sectoral interpretation of ancient architecture developed by writers of the Renaissance and later by neoclassical. It seems, however, that craving for clarity of language canon as is inherent to the development of architecture, a lingua franca that tends to avoid scattering among mortals by the ancient gods, so if it was not possible the heaven of the gods sought the language of the Earth was at least intelligible to be understood. Power structure has always required a certain level of organization, and the instructions are clearly understood: it seems that in our times these ancient canons were replaced by obedience to abstract rules, issued by institutions also somewhat abstract and have funny names made up acronym, although not well known virtue. The current canon consists of "rules" that leave some quiet, although it seems that maybe all that interweaves-do formally serving as anaesthesia for the social body also seeks the destruction of forests in forms of huge mountains of bureaucratic paper. For many centuries were other rules, in the form of a canon which no one could escape: still using royalties or without them, civilization flourished in architecture from the earliest cave shelters or shelters and the primordial reality was setting mode in landscape. As noted above, this is a return trip in which both confused and subsumed: the management of forms and languages of architecture over time would allow the distinction between the field where chaos reigns and city, where order reigns theoretically creating a divorce that lasted millennia and still persists. This opposition also generate a form of landscape and a series of symbolic and sacred uses of architectural elements - such as doors and walls - which have remained conceptually although today the cities no longer having physical walls or doors close during the night. In this sense, the architecture could define the landscape, architecture is not only understood as the buildings themselves, but the fact of the manifestation of the man on the premises, so you can not speak without his landscape architecture, the same so we can not speak of landscape without men. For this reason, the thesis discusses architecture and landscape, but more particularly to the fact of architecture in defining landscape, as the facts of architectural or not will determine the quality and qualification of a landscape. One should begin first a definition of what is understood and has been commonly understood by landscape: equally, and given the context in which it places the own thesis work, the issue only be limited to what is understood as western culture, for the development of civilization always has a local colour that makes the analysis of a phenomenon of this magnitude have different connotations in different areas of civilization. Similarly, and given also that the landscape is constructed through all cultural manifestations, will sometimes necessary to investigate other non-architectural disciplines to understand the scope of some cases in which the architectural remains have disappeared, or the remaining few traces. Such a broad definition of architecture take to write a story about all of Western culture and for this reason only been sketched ideas about the appearance of these signs on the landscape based on ancient and primitive elements are repeated insistently and leading the varied repertoire of Western architecture shaping ideas about how the media and the world is perceived and inhabited.

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Recently, experts and practitioners in language resources have started recognizing the benefits of the linked data (LD) paradigm for the representation and exploitation of linguistic data on the Web. The adoption of the LD principles is leading to an emerging ecosystem of multilingual open resources that conform to the Linguistic Linked Open Data Cloud, in which datasets of linguistic data are interconnected and represented following common vocabularies, which facilitates linguistic information discovery, integration and access. In order to contribute to this initiative, this paper summarizes several key aspects of the representation of linguistic information as linked data from a practical perspective. The main goal of this document is to provide the basic ideas and tools for migrating language resources (lexicons, corpora, etc.) as LD on the Web and to develop some useful NLP tasks with them (e.g., word sense disambiguation). Such material was the basis of a tutorial imparted at the EKAW’14 conference, which is also reported in the paper.

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Esta investigación se enmarca dentro de los denominados lenguajes de especialidad que para esta tesis será el de las Tecnologías de la Información y la Comunicación (TIC). De todos los aspectos relacionados con el estudio de estos lenguajes que pudieran tener interés lingüístico ha primado el análisis del componente terminológico. Tradicionalmente la conceptualización de un campo del saber se representaba mayoritariamente a través del elemento nominal, así lo defiende la Teoría General de la Terminología (Wüster, 1968). Tanto la lexicología como la lexicografía han aportado importantes contribuciones a los estudios terminológicos para la identificación del componente léxico a través del cual se transmite la información especializada. No obstante esos primeros estudios terminológicos que apuntaban al sustantivo como elmentos denominativo-conceptual, otras teorías más recientes, entre las que destacamos la Teoría Comunicativa de la Terminología (Cabré, 1999) identifican otras estructuras morfosintácticas integradas por otros elementos no nominales portadores igualmente de esa carga conceptual. A partir de esta consideración, hemos seleccionado para este estudio el adjetivo relacional en tanto que representa otra categoría gramatical distinta al sustantivo y mantiene un vínculo con éste debido a su procedencia. Todo lo cual puede suscitar cierto interés terminológico. A través de esta investigación, nos hemos propuesto demostrar las siguientes hipótesis: 1. El adjetivo relacional aporta contenido especializado en su asociación con el componente nominal. 2. El adjetivo relacional es portador de un valor semántico que hace posible identificar con más precisión la relación conceptual de los elementos -adjetivo y sustantivo - de la combinación léxica resultante, especialmente en algunas formaciones ambiguas. 3. El adjetivo relacional, como modificador natural del sustantivo al que acompaña, podría imponer cierta restricción en sus combinaciones y, por tanto, hacer una selección discriminada de los integrantes de la combinación léxica especializada. Teniendo en cuenta las anteriores hipótesis, esta investigación ha delimitado y caracterizado el segmento léxico objeto de estudio: la ‘combinación léxica especializada (CLE)’ formalmente representada por la estructura sintáctica [adjR+n], en donde adjR es el adjetivo y n el sustantivo al que acompaña. De igual forma hemos descrito el marco teórico desde el que abordar nuestro análisis. Se trata de la teoría del Lexicón Generatvio (LG) y de la representación semántica (Pustojovsky, 1995) que propone como explicación de la generación de significados. Hemos analizado las distintas estructuras de representación léxica y en especial la estructura qualia a través de la cual hemos identificado la relación semántica que mantienen los dos ítems léxicos [adjR+n] de la estructura sintáctica de nuestro estudio. El estudio semántico de las dos piezas léxicas ha permitido, además, comprobar el valor denominativo del adjetivo en la combinación. Ha sido necesario elaborar un corpus de textos escritos en inglés y español pertenecientes al discurso de especialidad de las TIC. Este material ha sido procesado para nuestros fines utilizando distintas herramientas electrónicas. Se ha hecho uso de lexicones electrónicos, diccionarios online generales y de especialidad y corpus de referencia online, estos últimos para poder eventualmente validad nuetros datos. Asimismo se han utilizado motores de búsqueda, entre ellos WordNet Search 3.1, para obtener la información semántica de nuestros elementos léxicos. Nuestras conclusiones han corroborado las hipótesis que se planteaban en esta tesis, en especial la referente al valor denominativo-conceptual del adjetivo relacional el cual, junto con el sustantivo al que acompaña, forma parte de la representación cognitiva del lenguaje de especialidad de las TIC. Como continuación a este estudio se proponen sugerencias sobre líneas futuras de investigación así como el diseño de herramientas informáticas que pudieran incorporar estos datos semánticos como complemento de los ítems léxicos dotados de valor denominativo-conceptual. ABSTRACT This research falls within the field of the so-called Specialized Languages which for the purpose of this study is the Information and Communication Technology (ICT) discourse. Considering their several distinguishing features terminology concentrates our interest from the point of view of linguistics. It is broadly assumed that terms represent concepts of a subject field. For the classical view of terminology (Wüster, 1968) these terms are formally represented by nouns. Both lexicology and terminology have made significant contributions to the study of terms. Later research as well as other theories on Terminology such as the Communicative Theory of Terminology (Cabré, 1993) have shown that other lexical units can also represent knowledge organization. On these bases, we have focused our research on the relational adjective which represents a functional unit different from a noun while still connected to the noun by means of its nominal root. This may have a potential terminological interest. Therefore the present research is based on the next hypotheses: 1. The relational adjective conveys specialized information when combined with the noun. 2. The relational adjective has a semantic meaning which helps understand the conceptual relationship between the adjective and the noun being modified and disambiguate certain senses of the resulting lexical combination. 3. The relational adjective may impose some restrictions when choosing the nouns it modifies. Considering the above hypotheses, this study has identified and described a multi-word lexical unit pattern [Radj+n] referred to as a Specialized Lexical Combination (SLC) linguistically realized by a relational adjective, Radj, and a noun, n. The analysis of such a syntactic pattern is addressed from the framework of the Generative Lexicon (Pustojovsky, 1995). Such theory provides several levels of semantic description which help lexical decomposition performed generatively. These levels of semantic representation are connected through generative operations or generative devices which account for the compositional interpretation of any linguistic utterance in a given context. This study analyses these different levels and focuses on one of them, i.e. the qualia structure since it may encode the conceptual meaning of the syntactic pattern [Radj+n]. The semantic study of these two lexical items has ultimately confirmed the conceptual meaning of the relational adjective. A corpus made of online ICT articles from magazines written in English and Spanish – some being their translations - has been used for the word extraction. For this purpose some word processing software packages have been employed. Moreover online general language and specialized language dictionaries have been consulted. Search engines, namely WordNet Search 3.1, have been also exploited to find the semantic information of our lexical units. Online reference corpora in English and Spanish have been used for a contrastive analysis of our data. Finally our conclusions have confirmed our initial hypotheses, i.e. relational adjectives are specialized lexical units which together with the nouns are part of the knowledge representation of the ICT subject field. Proposals for new research have been made together with some other suggestions for the design of computer applications to visually show the conceptual meaning of certain lexical units.

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Los hipergrafos dirigidos se han empleado en problemas relacionados con lógica proposicional, bases de datos relacionales, linguística computacional y aprendizaje automático. Los hipergrafos dirigidos han sido también utilizados como alternativa a los grafos (bipartitos) dirigidos para facilitar el estudio de las interacciones entre componentes de sistemas complejos que no pueden ser fácilmente modelados usando exclusivamente relaciones binarias. En este contexto, este tipo de representación es conocida como hiper-redes. Un hipergrafo dirigido es una generalización de un grafo dirigido especialmente adecuado para la representación de relaciones de muchos a muchos. Mientras que una arista en un grafo dirigido define una relación entre dos de sus nodos, una hiperarista en un hipergrafo dirigido define una relación entre dos conjuntos de sus nodos. La conexión fuerte es una relación de equivalencia que divide el conjunto de nodos de un hipergrafo dirigido en particiones y cada partición define una clase de equivalencia conocida como componente fuertemente conexo. El estudio de los componentes fuertemente conexos de un hipergrafo dirigido puede ayudar a conseguir una mejor comprensión de la estructura de este tipo de hipergrafos cuando su tamaño es considerable. En el caso de grafo dirigidos, existen algoritmos muy eficientes para el cálculo de los componentes fuertemente conexos en grafos de gran tamaño. Gracias a estos algoritmos, se ha podido averiguar que la estructura de la WWW tiene forma de “pajarita”, donde más del 70% del los nodos están distribuidos en tres grandes conjuntos y uno de ellos es un componente fuertemente conexo. Este tipo de estructura ha sido también observada en redes complejas en otras áreas como la biología. Estudios de naturaleza similar no han podido ser realizados en hipergrafos dirigidos porque no existe algoritmos capaces de calcular los componentes fuertemente conexos de este tipo de hipergrafos. En esta tesis doctoral, hemos investigado como calcular los componentes fuertemente conexos de un hipergrafo dirigido. En concreto, hemos desarrollado dos algoritmos para este problema y hemos determinado que son correctos y cuál es su complejidad computacional. Ambos algoritmos han sido evaluados empíricamente para comparar sus tiempos de ejecución. Para la evaluación, hemos producido una selección de hipergrafos dirigidos generados de forma aleatoria inspirados en modelos muy conocidos de grafos aleatorios como Erdos-Renyi, Newman-Watts-Strogatz and Barabasi-Albert. Varias optimizaciones para ambos algoritmos han sido implementadas y analizadas en la tesis. En concreto, colapsar los componentes fuertemente conexos del grafo dirigido que se puede construir eliminando ciertas hiperaristas complejas del hipergrafo dirigido original, mejora notablemente los tiempos de ejecucion de los algoritmos para varios de los hipergrafos utilizados en la evaluación. Aparte de los ejemplos de aplicación mencionados anteriormente, los hipergrafos dirigidos han sido también empleados en el área de representación de conocimiento. En concreto, este tipo de hipergrafos se han usado para el cálculo de módulos de ontologías. Una ontología puede ser definida como un conjunto de axiomas que especifican formalmente un conjunto de símbolos y sus relaciones, mientras que un modulo puede ser entendido como un subconjunto de axiomas de la ontología que recoge todo el conocimiento que almacena la ontología sobre un conjunto especifico de símbolos y sus relaciones. En la tesis nos hemos centrado solamente en módulos que han sido calculados usando la técnica de localidad sintáctica. Debido a que las ontologías pueden ser muy grandes, el cálculo de módulos puede facilitar las tareas de re-utilización y mantenimiento de dichas ontologías. Sin embargo, analizar todos los posibles módulos de una ontología es, en general, muy costoso porque el numero de módulos crece de forma exponencial con respecto al número de símbolos y de axiomas de la ontología. Afortunadamente, los axiomas de una ontología pueden ser divididos en particiones conocidas como átomos. Cada átomo representa un conjunto máximo de axiomas que siempre aparecen juntos en un modulo. La decomposición atómica de una ontología es definida como un grafo dirigido de tal forma que cada nodo del grafo corresponde con un átomo y cada arista define una dependencia entre una pareja de átomos. En esta tesis introducimos el concepto de“axiom dependency hypergraph” que generaliza el concepto de descomposición atómica de una ontología. Un modulo en una ontología correspondería con un componente conexo en este tipo de hipergrafos y un átomo de una ontología con un componente fuertemente conexo. Hemos adaptado la implementación de nuestros algoritmos para que funcionen también con axiom dependency hypergraphs y poder de esa forma calcular los átomos de una ontología. Para demostrar la viabilidad de esta idea, hemos incorporado nuestros algoritmos en una aplicación que hemos desarrollado para la extracción de módulos y la descomposición atómica de ontologías. A la aplicación la hemos llamado HyS y hemos estudiado sus tiempos de ejecución usando una selección de ontologías muy conocidas del área biomédica, la mayoría disponibles en el portal de Internet NCBO. Los resultados de la evaluación muestran que los tiempos de ejecución de HyS son mucho mejores que las aplicaciones más rápidas conocidas. ABSTRACT Directed hypergraphs are an intuitive modelling formalism that have been used in problems related to propositional logic, relational databases, computational linguistic and machine learning. Directed hypergraphs are also presented as an alternative to directed (bipartite) graphs to facilitate the study of the interactions between components of complex systems that cannot naturally be modelled as binary relations. In this context, they are known as hyper-networks. A directed hypergraph is a generalization of a directed graph suitable for representing many-to-many relationships. While an edge in a directed graph defines a relation between two nodes of the graph, a hyperedge in a directed hypergraph defines a relation between two sets of nodes. Strong-connectivity is an equivalence relation that induces a partition of the set of nodes of a directed hypergraph into strongly-connected components. These components can be collapsed into single nodes. As result, the size of the original hypergraph can significantly be reduced if the strongly-connected components have many nodes. This approach might contribute to better understand how the nodes of a hypergraph are connected, in particular when the hypergraphs are large. In the case of directed graphs, there are efficient algorithms that can be used to compute the strongly-connected components of large graphs. For instance, it has been shown that the macroscopic structure of the World Wide Web can be represented as a “bow-tie” diagram where more than 70% of the nodes are distributed into three large sets and one of these sets is a large strongly-connected component. This particular structure has been also observed in complex networks in other fields such as, e.g., biology. Similar studies cannot be conducted in a directed hypergraph because there does not exist any algorithm for computing the strongly-connected components of the hypergraph. In this thesis, we investigate ways to compute the strongly-connected components of directed hypergraphs. We present two new algorithms and we show their correctness and computational complexity. One of these algorithms is inspired by Tarjan’s algorithm for directed graphs. The second algorithm follows a simple approach to compute the stronglyconnected components. This approach is based on the fact that two nodes of a graph that are strongly-connected can also reach the same nodes. In other words, the connected component of each node is the same. Both algorithms are empirically evaluated to compare their performances. To this end, we have produced a selection of random directed hypergraphs inspired by existent and well-known random graphs models like Erd˝os-Renyi and Newman-Watts-Strogatz. Besides the application examples that we mentioned earlier, directed hypergraphs have also been employed in the field of knowledge representation. In particular, they have been used to compute the modules of an ontology. An ontology is defined as a collection of axioms that provides a formal specification of a set of terms and their relationships; and a module is a subset of an ontology that completely captures the meaning of certain terms as defined in the ontology. In particular, we focus on the modules computed using the notion of syntactic locality. As ontologies can be very large, the computation of modules facilitates the reuse and maintenance of these ontologies. Analysing all modules of an ontology, however, is in general not feasible as the number of modules grows exponentially in the number of terms and axioms of the ontology. Nevertheless, the modules can succinctly be represented using the Atomic Decomposition of an ontology. Using this representation, an ontology can be partitioned into atoms, which are maximal sets of axioms that co-occur in every module. The Atomic Decomposition is then defined as a directed graph such that each node correspond to an atom and each edge represents a dependency relation between two atoms. In this thesis, we introduce the notion of an axiom dependency hypergraph which is a generalization of the atomic decomposition of an ontology. A module in the ontology corresponds to a connected component in the hypergraph, and the atoms of the ontology to the strongly-connected components. We apply our algorithms for directed hypergraphs to axiom dependency hypergraphs and in this manner, we compute the atoms of an ontology. To demonstrate the viability of this approach, we have implemented the algorithms in the application HyS which computes the modules of ontologies and calculate their atomic decomposition. In the thesis, we provide an experimental evaluation of HyS with a selection of large and prominent biomedical ontologies, most of which are available in the NCBO Bioportal. HyS outperforms state-of-the-art implementations in the tasks of extracting modules and computing the atomic decomposition of these ontologies.