Triangulation by Continuous Embedding

When triangulating a belief network we aim to obtain a junction tree of minimum state space. Searching for the optimal triangulation can be cast as a search over all the permutations of the network's vaeriables. Our approach is to embed the discrete set of permutations in a convex continuous domain D. By suitably extending the cost function over D and solving the continous nonlinear optimization task we hope to obtain a good triangulation with respect to the aformentioned cost. In this paper we introduce an upper bound to the total junction tree weight as the cost function. The appropriatedness of this choice is discussed and explored by simulations. Then we present two ways of embedding the new objective function into continuous domains and show that they perform well compared to the best known heuristic.

The Logical Problem of Language Change

This paper considers the problem of language change. Linguists must explain not only how languages are learned but also how and why they have evolved along certain trajectories and not others. While the language learning problem has focused on the behavior of individuals and how they acquire a particular grammar from a class of grammars ${cal G}$, here we consider a population of such learners and investigate the emergent, global population characteristics of linguistic communities over several generations. We argue that language change follows logically from specific assumptions about grammatical theories and learning paradigms. In particular, we are able to transform parameterized theories and memoryless acquisition algorithms into grammatical dynamical systems, whose evolution depicts a population's evolving linguistic composition. We investigate the linguistic and computational consequences of this model, showing that the formalization allows one to ask questions about diachronic that one otherwise could not ask, such as the effect of varying initial conditions on the resulting diachronic trajectories. From a more programmatic perspective, we give an example of how the dynamical system model for language change can serve as a way to distinguish among alternative grammatical theories, introducing a formal diachronic adequacy criterion for linguistic theories.

Electrical Design: A Problem for Artificial Intelligence Research

This report outlines the problem of intelligent failure recovery in a problem-solver for electrical design. We want our problem solver to learn as much as it can from its mistakes. Thus we cast the engineering design process on terms of Problem Solving by Debugging Almost-Right Plans, a paradigm for automatic problem solving based on the belief that creation and removal of "bugs" is an unavoidable part of the process of solving a complex problem. The process of localization and removal of bugs called for by the PSBDARP theory requires an approach to engineering analysis in which every result has a justification which describes the exact set of assumptions it depends upon. We have developed a program based on Analysis by Propagation of Constraints which can explain the basis of its deductions. In addition to being useful to a PSBDARP designer, these justifications are used in Dependency-Directed Backtracking to limit the combinatorial search in the analysis routines. Although the research we will describe is explicitly about electrical circuits, we believe that similar principles and methods are employed by other kinds of engineers, including computer programmers.

Alternative ways to estimate change points in multinomial sequences. An application to an authorship attribution problem

The statistical analysis of literary style is the part of stylometry that compares measurable characteristics in a text that are rarely controlled by the author, with those in other texts. When the goal is to settle authorship questions, these characteristics should relate to the author’s style and not to the genre, epoch or editor, and they should be such that their variation between authors is larger than the variation within comparable texts from the same author. For an overview of the literature on stylometry and some of the techniques involved, see for example Mosteller and Wallace (1964, 82), Herdan (1964), Morton (1978), Holmes (1985), Oakes (1998) or Lebart, Salem and Berry (1998). Tirant lo Blanc, a chivalry book, is the main work in catalan literature and it was hailed to be “the best book of its kind in the world” by Cervantes in Don Quixote. Considered by writters like Vargas Llosa or Damaso Alonso to be the first modern novel in Europe, it has been translated several times into Spanish, Italian and French, with modern English translations by Rosenthal (1996) and La Fontaine (1993). The main body of this book was written between 1460 and 1465, but it was not printed until 1490. There is an intense and long lasting debate around its authorship sprouting from its first edition, where its introduction states that the whole book is the work of Martorell (1413?-1468), while at the end it is stated that the last one fourth of the book is by Galba (?-1490), after the death of Martorell. Some of the authors that support the theory of single authorship are Riquer (1990), Chiner (1993) and Badia (1993), while some of those supporting the double authorship are Riquer (1947), Coromines (1956) and Ferrando (1995). For an overview of this debate, see Riquer (1990). Neither of the two candidate authors left any text comparable to the one under study, and therefore discriminant analysis can not be used to help classify chapters by author. By using sample texts encompassing about ten percent of the book, and looking at word length and at the use of 44 conjunctions, prepositions and articles, Ginebra and Cabos (1998) detect heterogeneities that might indicate the existence of two authors. By analyzing the diversity of the vocabulary, Riba and Ginebra (2000) estimates that stylistic boundary to be near chapter 383. Following the lead of the extensive literature, this paper looks into word length, the use of the most frequent words and into the use of vowels in each chapter of the book. Given that the features selected are categorical, that leads to three contingency tables of ordered rows and therefore to three sequences of multinomial observations. Section 2 explores these sequences graphically, observing a clear shift in their distribution. Section 3 describes the problem of the estimation of a suden change-point in those sequences, in the following sections we propose various ways to estimate change-points in multinomial sequences; the method in section 4 involves fitting models for polytomous data, the one in Section 5 fits gamma models onto the sequence of Chi-square distances between each row profiles and the average profile, the one in Section 6 fits models onto the sequence of values taken by the first component of the correspondence analysis as well as onto sequences of other summary measures like the average word length. In Section 7 we fit models onto the marginal binomial sequences to identify the features that distinguish the chapters before and after that boundary. Most methods rely heavily on the use of generalized linear models

Application of discriminant function analysis and change-point problem in dating volcanic ashes

The application of Discriminant function analysis (DFA) is not a new idea in the study of tephrochrology. In this paper, DFA is applied to compositional datasets of two different types of tephras from Mountain Ruapehu in New Zealand and Mountain Rainier in USA. The canonical variables from the analysis are further investigated with a statistical methodology of change-point problems in order to gain a better understanding of the change in compositional pattern over time. Finally, a special case of segmented regression has been proposed to model both the time of change and the change in pattern. This model can be used to estimate the age for the unknown tephras using Bayesian statistical calibration

Educaci??n ambiental para la acci??n ciudadana : concepciones del profesorado en formaci??n sobre la problem??tica de la energ??a

Determinar el alcance de los objetivos y la naturaleza de las concepciones que tienen los-as estudiantes y los materiales did??cticos, sobre la tem??tica de la energ??a, se formula los siguientes problemas: 1. ??Cu??les son las concepciones de los-las estudiantes de Magisterio sobre los modelos de Educaci??n Ambiental? 2. ??Cu??les son las concepciones de los-las estudiantes sobre los problemas socioambientales que consideran m??s importantes y la idea de riesgo asociada a los mismos? 3. ??Cu??les son las concepciones de los-las estudiantes sobre el papel que juega la participaci??n en el proceso de Educaci??n Ambiental? 4. ??Cu??les son las concepciones de los-las estudiantes sobre la energ??a y el papel que juega la energ??a como problema socioambiental? 5. ??Cu??les son las concepciones did??cticas dominantes de los-las estudiantes sobre el tratamiento did??ctico de la energ??a? 6. ??Cu??les son las concepciones did??cticas dominantes de los materiales seleccionados sobre el tratamiento de la energ??a? 7. ??Existe alguna correspondencia entre las concepciones de los-las estudiantes y las concepciones did??cticas de los materiales seleccionados sobre el tratamiento did??ctico de la energ??a? 8. ??Existen diferencias en las concepciones de los-las estudiantes sobre algunos aspectos de la Educaci??n Ambiental y de la energ??a dependiendo del momento de la investigaci??n? 9. ??Existe coherencia en las concepciones de los-las estudiantes y de los materiales?. El paradigma metodol??gico elegido se ubica en la definici??n del paradigma interpretativo, denominado tambi??n naturalista, de enfoque ecol??gico o etnogr??fico, a trav??s de un estudio de caso. Se selecciona un grupo de estudiantes de la Facultad de Ciencias de la Educaci??n de la Universidad de Sevilla, de las modalidades de Educaci??n Primaria y Especial, que cursan la asignatura optativa de Educaci??n Ambiental (EA). La muestra se compone de 12 hombres y 38 mujeres, sumando un total de 50 personas, solo se tiene materiales escritos de forma individual de 45 personas, se agrupan para trabajar de forma conjunta formando 12 grupos. Dentro del planteamiento metodol??gico adoptado, se utiliza diferentes t??cnicas e instrumentos: la b??squeda y an??lisis de materiales de EA desde un punto de vista did??ctico. Observaci??n externa y recogida de informaci??n en el diario de clase. Cuestionarios y documentos de trabajo. Grabaciones de algunas sesiones de clase. Grupo de discusi??n. Para el tratamiento de los datos se dise??a un sistema de categor??as que sistematizara las respuestas. Las respuestas m??s encontradas, sobre el modelo de EA y el car??cter interdisciplinar, se encuentran en los valores m??s simples respecto a los valores considerados en el sistema de categor??as creados, los cuales mayoritariamente vinculan la EA con un modelo conservacionista y con actividades puntuales, lo cual indica que lo que entiende los-as educadores-as ambientales sobre EA, suele estar 'identificado con el amor a la naturaleza, con las salidas fuera del aula, generalmente 'al campo', con la recogida de muestras o la realizaci??n de an??lisis o reciclado de papel' y 'ven la Educaci??n Ambiental como algo ajeno a las dem??s materias que se lleva a cabo en algunas determinadas fechas y que debe tener un curr??culo establecido y diferente del de otras materias, a excepci??n de las ciencias naturales, con las que de alguna manera se liga la Educaci??n Ambiental y aparece una alta relaci??n entre esta visi??n de la EA y la corriente inductivista del aprendizaje'.

La escuela rural en Catalu??a : problem??ticas, propuestas y retos de futuro

Resumen tomado de la publicaci??n

??Formaci??n en la empresa? problem??tica, perspectivas

Resumen del autor. Res??menes en espa??ol e ingl??s

A survey addressing the fundamental matrix estimation problem

Epipolar geometry is a key point in computer vision and the fundamental matrix estimation is the only way to compute it. This article surveys several methods of fundamental matrix estimation which have been classified into linear methods, iterative methods and robust methods. All of these methods have been programmed and their accuracy analysed using real images. A summary, accompanied with experimental results, is given

Embedding Emotional Context in Recommender Systems

Emotions are crucial for user's decision making in recommendation processes. We first introduce ambient recommender systems, which arise from the analysis of new trends on the exploitation of the emotional context in the next generation of recommender systems. We then explain some results of these new trends in real-world applications through the smart prediction assistant (SPA) platform in an intelligent learning guide with more than three million users. While most approaches to recommending have focused on algorithm performance. SPA makes recommendations to users on the basis of emotional information acquired in an incremental way. This article provides a cross-disciplinary perspective to achieve this goal in such recommender systems through a SPA platform. The methodology applied in SPA is the result of a bunch of technology transfer projects for large real-world rccommender systems

Embedding objects into Matlab/Simulink for process supervision

This paper introduces how artificial intelligence technologies can be integrated into a known computer aided control system design (CACSD) framework, Matlab/Simulink, using an object oriented approach. The aim is to build a framework to aid supervisory systems analysis, design and implementation. The idea is to take advantage of an existing CACSD framework, Matlab/Simulink, so that engineers can proceed: first to design a control system, and then to design a straightforward supervisory system of the control system in the same framework. Thus, expert systems and qualitative reasoning tools are incorporated into this popular CACSD framework to develop a computer aided supervisory system design (CASSD) framework. Object-variables an introduced into Matlab/Simulink for sharing information between tools

TU Graz: Course: 707.000 Web Science and Web Technology: Lecture 2: Small World Problem

We will discuss several examples and research efforts related to the small world problem and set the ground for our discussion of network theory and social network analysis. Readings: An Experimental Study of the Small World Problem, J. Travers and S. Milgram Sociometry 32 425-443 (1969) [Protected Access] Optional: The Strength of Weak Ties, M.S. Granovetter The American Journal of Sociology 78 1360--1380 (1973) [Protected Access] Optional: Worldwide Buzz: Planetary-Scale Views on an Instant-Messaging Network, J. Leskovec and E. Horvitz MSR-TR-2006-186. Microsoft Research, June 2007. [Web Link, the most recent and comprehensive study on the subject!] Originally from: http://kmi.tugraz.at/staff/markus/courses/SS2008/707.000_web-science/

Using Problem Steps Recorder on Windows 7

Problem Steps Recorder is a standard piece of software on Windows 7 computers, which allows you to record a sequence of actions on your computer, along with screenshots. It can help ServiceLine diagnose any problems that you might be experiencing.

Problem-Based Learning Using CaseMaker - Richard Collier

This is one of a series of short case studies describing how academic tutors at the University of Southampton have made use of learning technologies to support their students.