27 resultados para Content analysis (Communication) -- Data processing

em Universitätsbibliothek Kassel, Universität Kassel, Germany


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The rapid growth in high data rate communication systems has introduced new high spectral efficient modulation techniques and standards such as LTE-A (long term evolution-advanced) for 4G (4th generation) systems. These techniques have provided a broader bandwidth but introduced high peak-to-average power ratio (PAR) problem at the high power amplifier (HPA) level of the communication system base transceiver station (BTS). To avoid spectral spreading due to high PAR, stringent requirement on linearity is needed which brings the HPA to operate at large back-off power at the expense of power efficiency. Consequently, high power devices are fundamental in HPAs for high linearity and efficiency. Recent development in wide bandgap power devices, in particular AlGaN/GaN HEMT, has offered higher power level with superior linearity-efficiency trade-off in microwaves communication. For cost-effective HPA design to production cycle, rigorous computer aided design (CAD) AlGaN/GaN HEMT models are essential to reflect real response with increasing power level and channel temperature. Therefore, large-size AlGaN/GaN HEMT large-signal electrothermal modeling procedure is proposed. The HEMT structure analysis, characterization, data processing, model extraction and model implementation phases have been covered in this thesis including trapping and self-heating dispersion accounting for nonlinear drain current collapse. The small-signal model is extracted using the 22-element modeling procedure developed in our department. The intrinsic large-signal model is deeply investigated in conjunction with linearity prediction. The accuracy of the nonlinear drain current has been enhanced through several issues such as trapping and self-heating characterization. Also, the HEMT structure thermal profile has been investigated and corresponding thermal resistance has been extracted through thermal simulation and chuck-controlled temperature pulsed I(V) and static DC measurements. Higher-order equivalent thermal model is extracted and implemented in the HEMT large-signal model to accurately estimate instantaneous channel temperature. Moreover, trapping and self-heating transients has been characterized through transient measurements. The obtained time constants are represented by equivalent sub-circuits and integrated in the nonlinear drain current implementation to account for complex communication signals dynamic prediction. The obtained verification of this table-based large-size large-signal electrothermal model implementation has illustrated high accuracy in terms of output power, gain, efficiency and nonlinearity prediction with respect to standard large-signal test signals.

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Analysis by reduction is a linguistically motivated method for checking correctness of a sentence. It can be modelled by restarting automata. In this paper we propose a method for learning restarting automata which are strictly locally testable (SLT-R-automata). The method is based on the concept of identification in the limit from positive examples only. Also we characterize the class of languages accepted by SLT-R-automata with respect to the Chomsky hierarchy.

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Conceptual Graphs and Formal Concept Analysis have in common basic concerns: the focus on conceptual structures, the use of diagrams for supporting communication, the orientation by Peirce's Pragmatism, and the aim of representing and processing knowledge. These concerns open rich possibilities of interplay and integration. We discuss the philosophical foundations of both disciplines, and analyze their specific qualities. Based on this analysis, we discuss some possible approaches of interplay and integration.

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In this paper, we discuss Conceptual Knowledge Discovery in Databases (CKDD) in its connection with Data Analysis. Our approach is based on Formal Concept Analysis, a mathematical theory which has been developed and proven useful during the last 20 years. Formal Concept Analysis has led to a theory of conceptual information systems which has been applied by using the management system TOSCANA in a wide range of domains. In this paper, we use such an application in database marketing to demonstrate how methods and procedures of CKDD can be applied in Data Analysis. In particular, we show the interplay and integration of data mining and data analysis techniques based on Formal Concept Analysis. The main concern of this paper is to explain how the transition from data to knowledge can be supported by a TOSCANA system. To clarify the transition steps we discuss their correspondence to the five levels of knowledge representation established by R. Brachman and to the steps of empirically grounded theory building proposed by A. Strauss and J. Corbin.

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Formal Concept Analysis is an unsupervised learning technique for conceptual clustering. We introduce the notion of iceberg concept lattices and show their use in Knowledge Discovery in Databases (KDD). Iceberg lattices are designed for analyzing very large databases. In particular they serve as a condensed representation of frequent patterns as known from association rule mining. In order to show the interplay between Formal Concept Analysis and association rule mining, we discuss the algorithm TITANIC. We show that iceberg concept lattices are a starting point for computing condensed sets of association rules without loss of information, and are a visualization method for the resulting rules.

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Among many other knowledge representations formalisms, Ontologies and Formal Concept Analysis (FCA) aim at modeling ‘concepts’. We discuss how these two formalisms may complement another from an application point of view. In particular, we will see how FCA can be used to support Ontology Engineering, and how ontologies can be exploited in FCA applications. The interplay of FCA and ontologies is studied along the life cycle of an ontology: (i) FCA can support the building of the ontology as a learning technique. (ii) The established ontology can be analyzed and navigated by using techniques of FCA. (iii) Last but not least, the ontology may be used to improve an FCA application.

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A key argument for modeling knowledge in ontologies is the easy re-use and re-engineering of the knowledge. However, beside consistency checking, current ontology engineering tools provide only basic functionalities for analyzing ontologies. Since ontologies can be considered as (labeled, directed) graphs, graph analysis techniques are a suitable answer for this need. Graph analysis has been performed by sociologists for over 60 years, and resulted in the vivid research area of Social Network Analysis (SNA). While social network structures in general currently receive high attention in the Semantic Web community, there are only very few SNA applications up to now, and virtually none for analyzing the structure of ontologies. We illustrate in this paper the benefits of applying SNA to ontologies and the Semantic Web, and discuss which research topics arise on the edge between the two areas. In particular, we discuss how different notions of centrality describe the core content and structure of an ontology. From the rather simple notion of degree centrality over betweenness centrality to the more complex eigenvector centrality based on Hermitian matrices, we illustrate the insights these measures provide on two ontologies, which are different in purpose, scope, and size.

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In Germany and other European countries piglets are routinely castrated in order to avoid the occurrence of boar taint, an off-flavour and off-odour of pork. Sensory perception of boar taint varies; however, it is regarded as very unpleasant by many people. Surgical castration which is an effective means against boar taint has commonly been performed without anaesthesia or analgesia within the piglets’ first seven days of life. Piglet castration without anaesthesia has been heavily criticised, as the assumption that young piglets perceive less pain than older animals cannot be supported by scientific evidence. Consequently, surgical castration is only allowed with anaesthesia and/or analgesia in organic farming throughout the European Union since January 2012. Abandoning piglet castration without pain relief requires the implementation of alternative methods which improve animal welfare while maintaining sensory meat quality. There are three relevant alternatives: castration with anaesthesia and/or analgesia to reduce pain, a vaccination against boar taint (immunocastration) and the fattening of uncastrated male pigs (fattening of boars) combined with measures to reduce and detect boar taint in meat. Consumers’ attitudes and opinions regarding the alternatives are an important factor with regard to the implementation of alternatives, as they are finally supposed to buy the meat. The objective of this dissertation was to explore organic consumers’ attitudes, preferences and willingness-to-pay regarding piglet castration without pain relief and the three alternatives. Important aspects for the evaluation of the alternatives and influencing factors (e.g. information, taste) on preferences and willingness-to-pay should also be identified. In autumn 2009 nine focus group discussions were conducted each followed by a Vickrey auction including a tasting of boar salami. Overall, 89 consumers of organic pork participated in the study. Information on piglet castration and alternatives (in three variants) was provided as a basis for discussion. The focus group data were analysed using qualitative content analysis. In order to compare the focus group results with those from the auctions, an innovative approach applying an adapted scoring model to further analyse the data set was used. The majority of participants were not aware that piglets are castrated without anaesthesia in organic farming. They reacted shocked and disappointed on learning about this practice which did not fit into their image of animal welfare standards in organic farming. Overall, the results show, that for consumers of organic pork castration with anaesthesia and analgesia as well as the fattening of boars may be acceptable alternatives in organic farming. Considering the strong food safety concerns regarding immunocastration, acceptance of this alternative may be questioned. Communication regarding alternatives to piglet castration without anaesthesia and analgesia should take into account that the relevance of the aspects animal welfare, food safety, taste and costs differs between alternatives. Furthermore, it seems advisable not to address an unappetizing topic like piglet castration directly at the point of sale so as not to deter consumers from buying organic pork. The issue of piglet castration demonstrates exemplarily that it is important for the organic sector to implement and maintain high animal welfare standards and communicate them in an appropriate way, thereby trying to prevent strong discrepancies between consumers’ expectations regarding animal husbandry in organic farming and actual conditions. So, disappointment of consumers and a loss of image due to negative reports about animal welfare issues can be avoided.

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Restarting automata are a restricted model of computation that was introduced by Jancar et.al. to model the so-called analysis by reduction. A computation of a restarting automaton consists of a sequence of cycles such that in each cycle the automaton performs exactly one rewrite step, which replaces a small part of the tape content by another, even shorter word. Thus, each language accepted by a restarting automaton belongs to the complexity class $CSL cap NP$. Here we consider a natural generalization of this model, called shrinking restarting automaton, where we do no longer insist on the requirement that each rewrite step decreases the length of the tape content. Instead we require that there exists a weight function such that each rewrite step decreases the weight of the tape content with respect to that function. The language accepted by such an automaton still belongs to the complexity class $CSL cap NP$. While it is still unknown whether the two most general types of one-way restarting automata, the RWW-automaton and the RRWW-automaton, differ in their expressive power, we will see that the classes of languages accepted by the shrinking RWW-automaton and the shrinking RRWW-automaton coincide. As a consequence of our proof, it turns out that there exists a reduction by morphisms from the language class $cL(RRWW)$ to the class $cL(RWW)$. Further, we will see that the shrinking restarting automaton is a rather robust model of computation. Finally, we will relate shrinking RRWW-automata to finite-change automata. This will lead to some new insights into the relationships between the classes of languages characterized by (shrinking) restarting automata and some well-known time and space complexity classes.

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Die empirische Studie untersucht das Wechselspiel zwischen der fachbezogenen Sprachentwicklung und dem Fachlernen von Schülerinnen und Schülern bei der Einführung in den Kraftbegriff. Sie betrachtet also sowohl sprachliche wie auch kognitive Aspekte des Lernens in der Mechanik. Dafür wurde ein Unterrichtskonzept entwickelt, das den Gebrauch des Fachwortes Kraft in der Wissenschaft und in der alltäglichen Sprache besonders thematisiert. Dieses Unterrichtskonzept basiert auf Empfehlungen und Ergebnissen der Kognitionspsychologie, Linguistik, Philosophie, Sprachlehrforschung und der Didaktiken der Physik und der Fremdsprachen. Im Rahmen des Unterrichts wurden die Schülerinnen und Schüler mit zwei Aufgabentypen konfrontiert: Beim ersten Aufgabentyp waren die Lerner aufgefordert, den Kraftbegriff so zu verwenden, wie es einer fachsprachlich angemessenen Form entspräche, etwa um die Bewegung eines Zuges zu beschreiben. Aufgaben des zweiten Typs sahen vor, dass die Schülerinnen und Schüler kurze Texte danach klassifizierten, ob sie der Alltagssprache oder der Fachsprache angehörten. Diese als Metadiskurs bezeichnete Form der Auseinandersetzung mit sprachlichen Aspekten verhalf den Schülerinnen und Schülern zu einer Gelegenheit, ihr eigenes Verständnis des Kraftbegriffs zu thematisieren. Weiter lieferte der Metadiskurs wichtige Hinweise darauf, ob die Schülerinnen und Schüler sich bei ihren Beurteilungen eher auf formal-sprachliche oder inhaltliche Aspekte der Sprache bezogen. Für die Datenerhebung wurden alle Unterrichtsstunden videografiert und transkribiert. Zusammen mit schriftlichen Arbeitsergebnissen und Tests stand ein umfangreicher Datensatz zur Verfügung, für dessen Auswertung ein inhaltsanalytisches Verfahren Anwendung fand. Die Ergebnisse zeigen, dass das Lernen im Fach Physik bestimmte Ähnlichkeiten mit dem Lernen einer Fremdsprache zeigt: Wenn die Schülerinnen und Schüler den Kraftbegriff fachsprachlich verwenden sollen, sehen sie sich oft einer Alternativentscheidung gegenüber. Entweder sie versuchen, einer fachsprachlichen Form zu gehorchen und verlieren dabei den Inhalt aus den Augen, oder sie konzentrieren sich auf den Inhalt, drücken sich dabei aber in ihrer Alltagssprache aus und folgen Alltagskonzepten, die weit entfernt von den fachlich intendierten liegen. Ähnliche Beobachtungen kann man im Sprachunterricht machen, wenn Schüler eine neue grammatische Regel einüben: Sie konzentrieren sich entweder auf die neu zu erlernende Regel, oder aber auf den Inhalt des Gesagten, wobei sie die grammatische Regel, die an sich Gegenstand der Übung ist, verletzen. Meistens fällt diese Entscheidung derart, dass die Konzentration auf den Inhalt des Gesagten gerichtet ist, nicht oder wenig auf seine Form. Im Unterschied zum Sprachunterricht ist der Physikunterricht allerdings nicht nur darauf gerichtet, fachsprachlich angemessene Formen einzuüben, sondern insbesondere darauf, den Blick für neue und ungewohnte Konzepte zu öffnen. Damit müssen die Schülerinnen und Schüler hier häufig sprachliche und kognitive Hürden zur selben Zeit bewältigen. Die detaillierte Analyse des Metadiskurses zeigt, dass das Problem des Nebeneinanders zweier unterschiedlicher Anforderung entschäft werden kann: Während die Schüler im Metadiskurs unterschiedliche Aspekte der Sprache diskutieren, sind sie eher in der Lage, sowohl formale wie inhaltsbezogene Merkmale der Sprache wahrzunehmen. Der Text referiert weitere Parallelen zwischen dem Physikunterricht und dem Fremdsprachenlernen, sodass die Auffassung gerechtfertigt ist, dass die Fremdsprachendidaktik als Ideenlieferantin dafür dienen kann, neue Verbesserungsmöglichkeiten für den Physikunterricht aufzufinden.

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The development of conceptual knowledge systems specifically requests knowledge acquisition tools within the framework of formal concept analysis. In this paper, the existing tools are presented, and furhter developments are discussed.

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While most data analysis and decision support tools use numerical aspects of the data, Conceptual Information Systems focus on their conceptual structure. This paper discusses how both approaches can be combined.