Discourse Type Clustering using POS n-gram Profiles and High-Dimensional Embeddings

Abstract: To cluster textual sequence types (discourse types/modes) in French texts, K-means algorithm with high-dimensional embeddings and fuzzy clustering algorithm were applied on clauses whose POS (part-ofspeech) n-gram profiles were previously extracted. Uni-, bi- and trigrams were used on four 19th century French short stories by Maupassant. For high-dimensional embeddings, power transformations on the chi-squared distances between clauses were explored. Preliminary results show that highdimensional embeddings improve the quality of clustering, contrasting the use of bi and trigrams whose performance is disappointing, possibly because of feature space sparsity.

Contextual effects on political behavior

In her post-doctoral research stay, Aina Gallego has conducted several research projects with the overarching theme of identifying the effects of contexts on political behavior. She has examined the effects of institutions, the economic situation, or local contexts on outcomes such as voter turnout, vote choice, and positions on salient issues. As detailed below, this work has been published in several journal articles in leading Political Science journals such as Comparative Political Studies, Political Behavior, and Electoral Studies (see attached documents). She has a forthcoming book with Cambridge University Press, the most prestigious book press in Political Science.She has also published book chapters and has several working papers. In addition to conducting her research, Aina has received extensive training in both substantive areas and research methods. She has participated fully in the Department’s academic life by attending seminars and engaging in research projects with other members of the Department.

Office of Treasurer of State Iowa Educational Savings Plan Trust, Independent Auditor's Reports Financial Statements and Supplementary Information, June 30, 2004

State Agency Audit Report

El fet migratori a Catalunya i els processos d'identificació nacional en la població nouvinguda

En el marc de la recerca sobre identitats i nova ciutadania, l’objecte d’aquest treball és reconèixer elements clau dels processos d’identificació nacional a Catalunya en la població nouvinguda, i identificar els factors que n'afavoreixen la seva vinculació comunitària. La recerca s'ha desenvolupat en un primer bloc analitzant la perspectiva sociològica entorn a la idea d’identitat, així com l’evolució del discurs identitari a Catalunya, a fi de continuar desenvolupant amb profunditat el debat sobre identitat i nació en relació al fet migratori i la diversitat social existent. En un segon bloc d’anàlisi, la recerca fixa la mirada a una dotzena de casos treballats a través d’històries de vida de diverses realitats migratòries del nostre país corresponents a les diverses onades del segle XX, tant d’immigració espanyola com d'immigració de fora de l'Estat espanyol. La voluntat d’aquest segon bloc és extreure experiències socials d’interpretacions individuals que assenyalin quins elements permeten o dificulten la mobilitat social, quines experiències tenen valor identitari i de quin tipus, i quins fenòmens esdevenen rellevants en la configuració d’espais de referència i identificació nacional a nivell individual. Finalment s’incorpora un apartat d’entrevistes en profunditat a diversos actors socials i polítics rellevants a fi de reconèixer aquells elements que centren el discurs de la “nova cultura pública comuna”. L’objectiu és interrelacionar el discurs polític i filosòfic actual amb l’experiència biogràfica de les persones, assenyalant aquells elements que han estat significatius per a la seva identitat com a catalans i catalanes o, ans al contrari, que no han afavorit una situació en aquests termes. En aquest sentit la pregunta que vincula aquest espai de reflexió és: Quins elements afavoreixen la identificació nacional englobant la diversitat social existent i quins mecanismes d'adhesió hi podrien funcionar?

Economic crisis and recovery: changes in second birth rates within occupational classes and educational groups

This study assesses the decline in second birth rates for men and women across different skill levels in transitional Russia. Changes within educational groups and occupational classes are observed over three distinct time periods: the Soviet era, economic crisis, and economic recovery. The most remarkable finding is the similarity in the extent second birth rates declined within educational groups and occupational classes during the economic crisis. Although further decline occurred in the recovery period, more variation emerged across groups.

Assessment and reuse of contents in the competence-based educational platform InterMediActor

This paper describes a failure alert system and a methodology for content reuse in a new instructional design system called InterMediActor (IMA). IMA provides an environment for instructional content design, production and reuse, and for students’ evaluation based in content specification through a hierarchical structure of competences. The student assessment process and information extraction process for content reuse are explained.

The political economy of childcare in OECD countries : Explaining cross-national variation in spending and coverage rates

If childcare policy has become topical in most OECD countries over the last ten years or so, actual developments display huge cross-national variations. Countries like Sweden and Denmark spend around 2 per cent of GDP on this service, and provide affordable childcare places to most children below school age. At the other extreme, in Southern Europe, only around 10 per cent of this age group has access to formal daycare. Against this background, this article aims to account for cross-national variations in childcare services. It distinguishes two dependent variables: the coverage rate and the proportion of GDP spent subsidising childcare services. Using a mix of cross-sectional and pooled times-series methods, it tests a series of hypotheses concerning the determinants of the development of this policy. Its main conclusion for the coverage rate is that key factors are public spending and wage dispersion (both positive). For spending, key factors are the proportion of women in parliaments (positive) and spending on age-related policies (negative).

Summarization of specialized discourse: the case of medical articles in Spanish

In this article, we present the current state of our work on a linguistically-motivated model for automatic summarization of medical articles in Spanish. The model takes into account the results of an empirical study which reveals that, on the one hand, domain-specific summarization criteria can often be derived from the summaries of domain specialists, and, on the other hand, adequate summarization strategies must be multidimensional, i.e., cover various types of linguistic clues. We take into account the textual, lexical, discursive, syntactic and communicative dimensions. This is novel in the field of summarization. The experiments carried out so far indicate that our model is suitable to provide high quality summarizations.

Hierachy-based methodology for producing educational contents with maximal reutilization

Computer based training or distance education are facing dramatic changes withthe advent of standardization efforts, some of them concentrating in maximal reuse.This is of paramount importance for a sustainable -cost affordable- production ofeducational materials. Reuse in itself should not be a goal, though, since manymethodological aspects might be lost. In this paper we propose two contentproduction approaches for the InterMediActor platform under a competence-basedmethodology: either a bottom-up approach where content is designed from scratchor a top-down methodology where existing material can be gradually adapted tofulfil requisites to be used with maximal flexibility into InterMediActor.

Guiding students through competence-based educational material

Student guidance is an always desired characteristic in any educational system, butit represents special difficulty if it has to be deployed in an automated way to fulfilsuch needs in a computer supported educational tool. In this paper we explorepossible avenues relying on machine learning techniques, to be included in a nearfuture -in the form of a tutoring navigational tool- in a teleeducation platform -InterMediActor- currently under development. Since no data from that platform isavailable yet, the preliminary experiments presented in this paper are builtinterpreting every subject in the Telecommunications Degree at Universidad CarlosIII de Madrid as an aggregated macro-competence (following the methodologicalconsiderations in InterMediActor), such that marks achieved by students can beused as data for the models, to be replaced in a near future by real data directlymeasured inside InterMediActor. We evaluate the predictability of students qualifications, and we deploy a preventive early detection system -failure alert-, toidentify those students more prone to fail a certain subject such that correctivemeans can be deployed with sufficient anticipation.

Office of Treasurer of State Iowa Educational Savings Plan Trust Independent Auditor's Reports Finanical Statements and Supplementary Information, June 30, 2005.

Office of Treasurer of State, Iowa Educational Savings Plan Trust (Trust) for the year ended June 30, 2005. Independent Auditor's Report, Financial Statements and Supplementary Information.

Entre a dominação simbólica e a emancipação política no Ensino Superior em Enfermagem: Between symbolic domination and political emancipation

Nesta reflexão, problematizamos a atividade de cuidar e de ensinar a cuidar em enfermagem e, para tanto, vamos tomar por base alguns conceitos sobre a dominação e o poder simbólicos de Pierre Bourdieu. Nosso pressuposto foi pensar a saúde como um constituinte fundamental para a produção da nossa existência sobre a Terra. A educação, neste texto, é abordada, tendo por referência as ideias de Pedro Demo, entendidas como uma construtora de sujeitos políticos e bem mais amplas que o manejo do conhecimento formal. A educação é a base primeira sobre a qual se constrói a autonomia humana e, assim, permite a constante ampliação das oportunidades para o exercício da cidadania, qualificando a nossa existência cotidiana. No contexto acadêmico, no qual se cruzam a saúde, a educação e a enfermagem, o trabalho docente competente, crítico e, sobretudo, reflexivo, pode se tornar uma práxis altamente instituinte.