Hybrid Approach Combining Machine Learning and a Rule-Based Expert System for Text Categorization

This paper discusses a novel hybrid approach for text categorization that combines a machine learning algorithm, which provides a base model trained with a labeled corpus, with a rule-based expert system, which is used to improve the results provided by the previous classifier, by filtering false positives and dealing with false negatives. The main advantage is that the system can be easily fine-tuned by adding specific rules for those noisy or conflicting categories that have not been successfully trained. We also describe an implementation based on k-Nearest Neighbor and a simple rule language to express lists of positive, negative and relevant (multiword) terms appearing in the input text. The system is evaluated in several scenarios, including the popular Reuters-21578 news corpus for comparison to other approaches, and categorization using IPTC metadata, EUROVOC thesaurus and others. Results show that this approach achieves a precision that is comparable to top ranked methods, with the added value that it does not require a demanding human expert workload to train

Analysis of concurrent constraint logic programs with a fixed scheduling rule

The analysis of concurrent constraint programs is a challenge due to the inherently concurrent behaviour of its computational model. However, most implementations of the concurrent paradigm can be viewed as a computation with a fixed scheduling rule which suspends some goals so that their execution is postponed until some condition awakens them. For a certain kind of properties, an analysis defined in these terms is correct. Furthermore, it is much more tractable, and in addition can make use of existing analysis technology for the underlying fixed computation rule. We show how this can be done when the starting point is a framework for the analysis of sequential programs. The resulting analysis, which incorporates suspensions, is adequate for concurrent models where concurrency is localized, e.g. the Andorra model. We refine the analysis for this particular case. Another model in which concurrency is preferably encapsulated, and thus suspensions are local to parts of the computation, is that of CIAO. Nonetheless, the analysis scheme can be generalized to models with global concurrency. We also sketch how this could be done, and we show how the resulting analysis framework could be used for analyzing typical properties, such as suspensión freeness.

Artificial pancreas using a personalized rule-based controller achieves overnight normoglycemia in patients with type 1 diabetes

Objective: This study assessed the efficacy of a closed-loop (CL) system consisting of a predictive rule-based algorithm (pRBA) on achieving nocturnal and postprandial normoglycemia in patients with type 1 diabetes mellitus (T1DM). The algorithm is personalized for each patient’s data using two different strategies to control nocturnal and postprandial periods. Research Design and Methods: We performed a randomized crossover clinical study in which 10 T1DM patients treated with continuous subcutaneous insulin infusion (CSII) spent two nonconsecutive nights in the research facility: one with their usual CSII pattern (open-loop [OL]) and one controlled by the pRBA (CL). The CL period lasted from 10 p.m. to 10 a.m., including overnight control, and control of breakfast. Venous samples for blood glucose (BG) measurement were collected every 20 min. Results: Time spent in normoglycemia (BG, 3.9–8.0 mmol/L) during the nocturnal period (12 a.m.–8 a.m.), expressed as median (interquartile range), increased from 66.6% (8.3–75%) with OL to 95.8% (73–100%) using the CL algorithm (P<0.05). Median time in hypoglycemia (BG, <3.9 mmol/L) was reduced from 4.2% (0–21%) in the OL night to 0.0% (0.0–0.0%) in the CL night (P<0.05). Nine hypoglycemic events (<3.9 mmol/L) were recorded with OL compared with one using CL. The postprandial glycemic excursion was not lower when the CL system was used in comparison with conventional preprandial bolus: time in target (3.9–10.0 mmol/L) 58.3% (29.1–87.5%) versus 50.0% (50–100%). Conclusions: A highly precise personalized pRBA obtains nocturnal normoglycemia, without significant hypoglycemia, in T1DM patients. There appears to be no clear benefit of CL over prandial bolus on the postprandial glycemia

Rule Representation in Distributed Environments with Accepting Networks of Splicing Processors.

This paper presents the model named Accepting Networks of Evolutionary Processors as NP-problem solver inspired in the biological DNA operations. A processor has a rules set, splicing rules in this model,an object multiset and a filters set. Rules can be applied in parallel since there exists a large number of copies of objects in the multiset. Processors can form a graph in order to solve a given problem. This paper shows the network configuration in order to solve the SAT problem using linear resources and time. A rule representation arquitecture in distributed environments can be easily implemented using these networks of processors, such as decision support systems, as shown in the paper.

Personalized rule-based closed-loop control algorithm for type 1 diabetes

Type 1 diabetes-mellitus implies a life-threatening absolute insulin deficiency. Artificial pancreas (CGM sensor, insulin pump and control algorithm) is promising to outperform current open-loop therapies.

The optimal allocation rule and the water market as the most effective tools of managing water shortage in an irrigation district

The conference program will cover all areas of environmental and resource economics, ranging from topics prevailing in the general debate, such as climate change, energy sources, water management and ecosystem services evaluation, to more specialized subjects such as biodiversity conservation or persistent organic pollutants. The congress will be held on the Faculty of Economics of the University of Girona, located in Montilivi, a city quarter situated just few minutes from the city center, conveniently connected by bus lines L8 and L11.

Gordon Matta-Clark a través de Rem Koolhaas : adición a través de eliminación

Gordon Matta-Clark es el origen de la presente investigación. Su obra, de total actualidad, ha ido ganando interés entre la comunidad de arquitectos, si bien su dimensión teórica se ha visto a menudo eclipsada por el poderoso atractivo de sus aberturas, cortes y extracciones. Son muchos los investigadores que detectan una carencia en el estudio de su corpus de pensamiento desde el campo de la crítica arquitectónica a la que está inevitablemente vinculado, a pesar de haber puesto en marcha una potente maquinaria de criticismo. Se constata a su vez la problemática existente al construir dialécticas entre la obra de Gordon Matta-Clark y el ámbito de la práctica arquitectónica. Surgen áreas forzadas de reflexión al elevar ambas esferas al mismo plano, achacado a un desconocimiento de las motivaciones críticas e históricas del proyecto del arquitecto. Aparece de modo recurrente un intento por establecer una dialéctica que, sin embargo, es relegada constantemente a una colección de notas al pie de página: Rem Koolhaas es sesgadamente mencionado por la crítica como el digno continuador accidental de las teorías de Gordon Matta-Clark. Se inicia así la construcción de una dialéctica que permanece aún sin resolver. Rem Koolhaas, en una entrevista en la que vierte su opinión sobre Gordon Matta-Clark, lo considera el precursor accidental de su ‘estrategia de vacío’, reconociendo en su trabajo procesos de adición a través de eliminación como método de creación de espacio arquitectónico. Una visión incisiva que desdeña su faceta de artista destructor destacando su habilidad para inocular el vacío mediante el empleo de herramientas de adición a través de eliminación. Estas premisas dan lugar de forma automática a la hipótesis de partida: la formalización de una investigación que llene ese vacío estableciendo un fuego cruzado entre ambos arquitectos, los cuales comparten de manera fortuita época y escenarios. El discurso de Rem Koolhaas iluminará el pensamiento de Gordon Matta-Clark vinculando sus respectivas plataformas de producción teórica, construyendo un espacio metafórico común en torno a la palabra y la imagen, herramientas que ambos manejan con habilidad y fluidez. Las propuestas del grupo Anarchitecture y las Art Cards o recortes anárquicos de soliloquios mattaclarkianos encuentran su réplica en el diccionario de términos e imágenes “Small, Medium, Large, Extra-Large”, descrito por Rem Koolhaas como una acumulación de palabras e imágenes que ilumina la condición de la arquitectura actual. La investigación establece una profusa asociación de ideas, imágenes y parlamentos que navegan en el universo referencial de Rem Koolhaas aportando una nueva visión sobre la dimensión crítica de Gordon Matta-Clark. Una visión poliédrica alrededor de cinco conceptos clave y un glosario de estrategias de proyecto que abren nuevos umbrales en los que la adición a través de la eliminación se repite hasta la saciedad transformado en mantra arquitectónico. ABSTRACT The present research finds its origins in Gordon Matta-Clark. His work, still relevant today, has been gaining interest within the community of architects, although its theoretical dimension has often been overshadowed by the powerful attraction of his openings, cuts and extractions. Many researchers detect a lack in the study of his body of thought from the field of architectural criticism to which he is inevitably associated, despite having launched a powerful machinery of criticism. It is noted at the same time the problem appeared when different dialectics between the work of Gordon Matta-Clark and the field of architectural practice are established. Forced areas of thought emerge when both fields are observed from the same point of view, derived from a lack of knowledge of the critical and historical motivations of the architect project. An attempt to establish a dialectical relationship with another architect appears recurrently in different books and writings. However it is steadily consigned to a collection of insignificant footnotes: the critics mention Rem Koolhaas as the worthy accidental successor of the theories of Gordon Matta-Clark. The construction of a dialectic that remains unresolved begins at this point. Gordon Matta-Clark is considered by Rem Koolhaas the accidental predecessor of his ‘strategy of emptiness’ -in an interview in which he pours his opinion on him- recognizing processes of addition through elimination in the work of Matta-Clark as a method of building architectural space. Rem Koolhaas rejects his role as destructor artist highlighting his ability to inoculate the emptiness by using addition tools through elimination. These premises lead us automatically to the hypothesis of the research: the formalization of research that will fill the emptiness by setting a crossfire between both architects, who share by chance the same scenarios and time. The discourse given by Rem Koolhaas illuminates Gordon Matta-Clark´s thought by linking their respective theoretical work platforms, building a common metaphorical space around word and image as tools managed by both of them with expertise and fluency. The Anarchitecture proposals and the Art Cards -anarchic cuts of Matta-Clark´s thought- find its counterpart in the dictionary of terms and images included in “Small, Medium, Large, Extra- Large”, described by Rem Koolhaas as an accumulation of words and images that illuminates the condition of architecture today. The research provides a wide range of associations of ideas, images and discussions around the universe of references of Rem Koolhaas, offering a new insight into the critical dimension of the work of Gordon Matta-Clark. A multifaceted vision around five key concepts and a glossary of project strategies that opens up new thresholds in which addition through elimination is repeated endlessly becoming an architectural mantra.