Multiple target tracking using random sets

This paper presents several algorithms for joint estimation of the target number and state in a time-varying scenario. Building on the results presented in [1], which considers estimation of the target number only, we assume that not only the target number, but also their state evolution must be estimated. In this context, we extend to this new scenario the Rao-Blackwellization procedure of [1] to compute Bayes recursions, thus defining reduced-complexity solutions for the multi-target set estimator. A performance assessmentis finally given both in terms of Circular Position Error Probability - aimed at evaluating the accuracy of the estimated track - and in terms of Cardinality Error Probability, aimed at evaluating the reliability of the target number estimates.

Education as a mirror of Spanish society: challenges and policies towards multiple diversity

The ways in which the dominant cultural majority frames the educationalsystem determine perceptions of its own identity and understandings ofthe ‘other.’ In this article I take a political approach, by examining themanagement of cultural diversity within Spanish education policies, treating“education as the mirror of society”. This article analyzes Spanish challengesand policies approaches towards the management of immigrationrelated diversity in education. The main finding is that there is not one approach,but several, due to both the decentralized character of the educationsystem and the multiplicity of diversity that is at stake (i.e. language,religion, culture etc.)

Análisis, comparativa y visualización de redes sociales on-line representadas como grafos

El presente documento conduce a un análisis y comparativa de diferentes y variados conjuntos de redes sociales on-line. Para ello, primero se explica la base teórica de teoría de grafos para su interpretación y comprensión, así como de la base matemática que fundamenta el tipo específico de red estudiada y las diferentes métricas (estadísticas) extraídas de estas. Luego, se ofrece una detallada explicación del entorno de trabajo tanto para la aplicación informática desarrollada, como para posterior visualización y también una explicación y los algoritmos utilizados en las funciones implementadas con tales fines. Para finalizar el documento, se realiza una inmersión particular en cada red social on-line, puntualizando sus características y finalizando con una comparativa general entre todas ellas, siempre acompañadas con sus respectivas visualizaciones en el espacio 2D representadas en forma de grafo.

Integració del motor APIS de qüestionaris on-line en una plataforma d'eLearning basada en serveis

El projecte Integració del motor APIS de qüestionaris on-line en una plataformad'eLearning basada en serveis descriu el procés d'anàlisi i implementació del codi necessari per integrar dins de la plataforma d'eLearning SLeD tot el motor d'APIS de manera que SLeD pugui reproduir preguntes o items i exàmens complets o tests dins d'una UOL o unitat d'aprenentatge. Això permetrà dotar a APIS d'un control de sessió d'usuari i permetrà una utilitat que fins ara no tenia, la possibilitat de entrar al món online mitjançant SLeD. Tot aixòs’implementa gràcies a la connexió WebServices amb el mòdul CCSI de CopperCore i SLeD que s'encarrega de donar facilitats al programador de cara a ampliar el ventall d'eines que ofereix aquesta plataforma i fomentar encara més la idea del codi lliure (open source) i la utilitat globalitzadora d'e-Learning.

Measures of fit in multiple correspondence analysis of crisp and fuzzy coded data

When continuous data are coded to categorical variables, two types of coding are possible: crisp coding in the form of indicator, or dummy, variables with values either 0 or 1; or fuzzy coding where each observation is transformed to a set of "degrees of membership" between 0 and 1, using co-called membership functions. It is well known that the correspondence analysis of crisp coded data, namely multiple correspondence analysis, yields principal inertias (eigenvalues) that considerably underestimate the quality of the solution in a low-dimensional space. Since the crisp data only code the categories to which each individual case belongs, an alternative measure of fit is simply to count how well these categories are predicted by the solution. Another approach is to consider multiple correspondence analysis equivalently as the analysis of the Burt matrix (i.e., the matrix of all two-way cross-tabulations of the categorical variables), and then perform a joint correspondence analysis to fit just the off-diagonal tables of the Burt matrix - the measure of fit is then computed as the quality of explaining these tables only. The correspondence analysis of fuzzy coded data, called "fuzzy multiple correspondence analysis", suffers from the same problem, albeit attenuated. Again, one can count how many correct predictions are made of the categories which have highest degree of membership. But here one can also defuzzify the results of the analysis to obtain estimated values of the original data, and then calculate a measure of fit in the familiar percentage form, thanks to the resultant orthogonal decomposition of variance. Furthermore, if one thinks of fuzzy multiple correspondence analysis as explaining the two-way associations between variables, a fuzzy Burt matrix can be computed and the same strategy as in the crisp case can be applied to analyse the off-diagonal part of this matrix. In this paper these alternative measures of fit are defined and applied to a data set of continuous meteorological variables, which are coded crisply and fuzzily into three categories. Measuring the fit is further discussed when the data set consists of a mixture of discrete and continuous variables.

Business Cycles, Unemployment Insurance, and the Calibration of Matching Models

This paper points out an empirical puzzle that arises when an RBC economy with a job matching function is used to model unemployment. The standard model can generate sufficiently large cyclical fluctuations in unemployment, or a sufficiently small response of unemployment to labor market policies, but it cannot do both. Variable search and separation, finite UI benefit duration, efficiency wages, and capital all fail to resolve this puzzle. However, both sticky wages and match-specific productivity shocks help the model reproduce the stylized facts: both make the firm's flow of surplus more procyclical, thus making hiring more procyclical too.

A New Model for Designing a Product Line Using TURF Analysis

This paper introduces the approach of using TURF analysis to design a product line through a binary linear programming model. This improves the efficiency of the search for the solution to the problem compared to the algorithms that have been used to date. Furthermore, the proposed technique enables the model to be improved in order to overcome the main drawbacks presented by TURF analysis in practice.