Ensemble methods for environmental data modelling with support vector regression

This paper investigates the use of ensemble of predictors in order to improve the performance of spatial prediction methods. Support vector regression (SVR), a popular method from the field of statistical machine learning, is used. Several instances of SVR are combined using different data sampling schemes (bagging and boosting). Bagging shows good performance, and proves to be more computationally efficient than training a single SVR model while reducing error. Boosting, however, does not improve results on this specific problem.

Il voto ticinese sull'iniziativa 'contro l'immigrazione di massa' del 9 febbraio 2014

Riassunto Il presente studio verte sull'analisi del voto relativo all'iniziativa popolare 'contro l'immigrazione di massa' del 9 febbraio 2014. In particolare, l'analisi si concentra sul voto avvenuto nel Ticino, il cantone svizzero in cui l'iniziativa ha avuto maggiore sostegno. Lo studio si è avvalso di un'inchiesta d'opinione rappresentativa realizzata dall'Osservatorio della vita politica regionale dell'Università di Losanna presso 1.429 cittadini ticinesi nei giorni successivi allo scrutinio. Dopo una contestualizzazione del voto del 9 febbraio rispetto alla storia delle votazioni sui temi di politica estera e migratoria, l'analisi si è concentrata sulla partecipazione al voto. Il ricorso a tre modelli interpretativi (delle risorse, della competenza e della mobilitazione) ha permesso di mostrare come il voto del 9 febbraio sia caratterizzato in particolare modo dal senso del dovere, dall'interesse per la politica e dal legame di partito. L'analisi dell'orientamento di voto evidenzia l'influenza delle dimensioni economiche, politiche, identitarie, e soprattutto, alla stregua di altri voti nel passato recente di questo cantone, una forte tensione tra centro e periferia. Dall'analisi del voto del 9 febbraio emerge un forte timore che vede nel Ticino una 'doppia periferia', verso Berna e in relazione alla vicina Lombardia. Parole chiave: iniziativa popolare, partecipazione, orientamento di voto, centro-periferia. Résumé Cette étude porte sur l'analyse du vote sur l'initiative populaire 'contre l'immigration de masse' du 9 février 2014 et, plus précisément, sur le vote qui s'est déroulé au Tessin, canton suisse dans lequel l'initiative a obtenu le plus large soutien. L'étude a été menée à l'aide d'une enquête d'opinion représentative réalisée par l'Observatoire de la vie politique régionale de l'Université de Lausanne auprès de 1.429 citoyens tessinois dans les jours suivant le scrutin. Après une contextualisation du vote du 9 février par rapport à l'histoire des votations sur les thèmes de la politique étrangère et de l'immigration, l'analyse a porté sur la participation au vote. À ce propos, l'utilisation de trois modèles explicatifs (des ressources, de la compétence et de la mobilisation) a permis de dévoiler que le vote a été caractérisé plus particulièrement par le sens du devoir (habitus du vote), par l'intérêt pour la politique et par le lien avec un parti. L'analyse de l'orientation du vote montre l'influence des aspects économiques, politiques et identitaire ainsi que, à l'instar d'autres votations récemment passées dans le canton italophone, des raisons qui mettent en évidence une vision contrastée du Tessin et notamment le risque de devenir une 'double périphérie' par rapport à Berne et à la Lombardie. Mots-clés: initiative populaire, participation, choix du vote, centre-périphérie. Zusammenfassung Die vorliegende Studie analysiert das Abstimmungsverhalten anlässlich der eidgenössischen Volksinitiative 'Gegen Masseneinwanderung' vom 9. Februar 2014. Die Analyse beschränkt sich auf die Abstimmung im Kanton Tessin, wo die Initiative am stärksten unterstützt wurde. Die Studie wurde vom Observatorium des regionalen politischen Lebens der Universität Lausanne durchgeführt und basiert auf einer repräsentativen Umfrage, bei welcher 1429 Bürger des Kantons Tessin in den Tagen nach der Abstimmung teilnahmen. Zunächst wird die Abstimmung vom 9. Februar in Bezug auf die Geschichte verschiedener anderer Abstimmungen zum Thema Aussen- und Immigrationspolitik kontextualisiert. Die Analyse analysiert dann als erstes die Wahlbeteiligung: Der Gebrauch von drei Erklärungsmodellen (Ressourcen, Kompetenz und Mobilisierung) zeigt auf, dass der Entscheid, an der Abstimmung vom 9. Februar überhaupt teilzunehmen, vor allem von Pflichtbewusstsein, politischem Interesse und Parteibindung geprägt war. Das Abstimmungsverhalten selber war dann von ökonomischen und politischen Faktoren, von der eigenen Identität sowie insbesondere - und wie auch schon andere Abstimmungen in der jüngsten Vergangenheit des italienisch-sprechenden Kantons -von einer grossen Angst geprägt, dass das Tessin eine 'doppelte Peripherie' zwischen Bern und der Lombardei werden könnte. Stichwörter: Volksinitiative, Teilnahme, Abstimmungsverhalten, Zentrum-Peripherie Abstract This study focuses on the analysis of the federal vote on the popular initiative 'against mass immigration' of 9 February 2014. More precisely, the analysis focuses on the vote that took place in Ticino, the Swiss canton in which the popular initiative has received the widest support. The study was carried out by the Research Observatory for Regional Politics at the University of Lausanne using a representative survey among 1.429 citizens of Ticino during the days following the vote. After a contextualization of the vote of 9 February with respect to the history of referenda about foreign policy and immigration issues, the analysis first discusses voter turnout. In this regard, the use of three explanatory models (resources, expertise and mobilisation) reveals that participation in the vote of 9 February was especially characterized by one's sense of duty, political interest, and links with a political party. The decision how to vote was then influenced by economic, political and identity factors as well as - like other votes in the recent past in the Italian-speaking canton - the particular fear that Ticino would become a 'double periphery' vis-à-vis both Berne and Lombardy. Keywords: popular initiative, participation, vote, centre-periphery.

A design science approach to support the assessment of disruptive technology : the Swiss mobile payment case

Abstract In this thesis we present the design of a systematic integrated computer-based approach for detecting potential disruptions from an industry perspective. Following the design science paradigm, we iteratively develop several multi-actor multi-criteria artifacts dedicated to environment scanning. The contributions of this thesis are both theoretical and practical. We demonstrate the successful use of multi-criteria decision-making methods for technology foresight. Furthermore, we illustrate the design of our artifacts using build and-evaluate loops supported with a field study of the Swiss mobile payment industry. To increase the relevance of this study, we systematically interview key Swiss experts for each design iteration. As a result, our research provides a realistic picture of the current situation in the Swiss mobile payment market and reveals previously undiscovered weak signals for future trends. Finally, we suggest a generic design process for environment scanning.

Basic life support teaching in the second year predraduate medical curriculum: quality of acquisition after 6 months

Purpose of the study: Basic life support (BLS) and automated externaldefibrillation (AED) represent important skills to be acquired duringpregraduate medical training. Since 3 years, our medical school hasintroduced a BLS-AED course (with certification) for all second yearmedical students. Few reports about quality and persistence over timeof BLS-AED learning are available to date in the medical literature.Comprehensive evaluation of students' acquired skills was performedat the end of the 2008 academic year, 6 month after certification.Materials and methods: The students (N = 142) were evaluated duringa 9 minutes «objective structured clinical examination» (OSCE) station.Out of a standardized scenario, they had to recognize a cardiac arrestsituation and start a resuscitation process. Their performance wererecorded on a PC using an Ambuman(TM) mannequin and the AmbuCPR software kit(TM) during a minimum of 8 cycles (30 compressions:2 ventilations each). BLS parameters were systematically checked. Nostudent-rater interactions were allowed during the whole evaluation.Results: Response of the victim was checked by 99% of the students(N = 140), 96% (N = 136) called for an ambulance and/or an AED. Openthe airway and check breathing were done by 96% (N = 137), 92% (N =132) gave 2 rescue breaths. Pulse was checked by 95% (N=135), 100%(N = 142) begun chest compression, 96% (N = 136) within 1 minute.Chest compression rate was 101 ± 18 per minute (mean ± SD), depthcompression 43 ± 8 mm, 97% (N = 138) respected a compressionventilationratio of 30:2.Conclusions: Quality of BLS skills acquisition is maintained during a6-month period after a BLS-AED certification. Main targets of 2005 AHAguidelines were well respected. This analysis represents one of thelargest evaluations of specific BLS teaching efficiency reported. Furtherfollow-up is needed to control the persistence of these skills during alonger time period and noteworthy at the end of the pregraduatemedical curriculum.