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Studies in Classification, Data Analysis, and Knowledge Organization Berthold Lausen Dirk Van den Poel Alfred Ultsch Editors Algorithms from and for Nature and Life Classification and Data Analysis www.it-ebooks.info Studies in Classification, Data Analysis, and Knowledge Organization Managing Editors Editorial Board H.-H. Bock, Aachen W. Gaul, Karlsruhe M. Vichi, Rome C. Weihs, Dortmund D. Baier, Cottbus F. Critchley, Milton Keynes R. Decker, Bielefeld E. Diday, Paris M. Greenacre, Barcelona C.N. Lauro, Naples J. Meulman, Leiden P. Monari, Bologna S. Nishisato, Toronto N. Ohsumi, Tokyo O. Opitz, Augsburg G. Ritter, Passau M. Schader, Mannheim For further volumes: http://www.springer.com/series/1564 www.it-ebooks.info www.it-ebooks.info Berthold Lausen Alfred Ultsch Dirk Van den Poel Editors Algorithms from and for Nature and Life Classification and Data Analysis 123 www.it-ebooks.info Editors Berthold Lausen Department of Mathematical Sciences University of Essex Colchester, United Kingdom Dirk Van den Poel Department of Marketing Ghent University Ghent, Belgium Alfred Ultsch Databionics, FB 12 University of Marburg Marburg, Germany ISSN 1431-8814 ISBN 978-3-319-00034-3 ISBN 978-3-319-00035-0 (eBook) DOI 10.1007/978-3-319-00035-0 Springer Cham Heidelberg New York Dordrecht London Library of Congress Control Number: 2013945874 © Springer International Publishing Switzerland 2013 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. Exempted from this legal reservation are brief excerpts in connection with reviews or scholarly analysis or material supplied specifically for the purpose of being entered and executed on a computer system, for exclusive use by the purchaser of the work. Duplication of this publication or parts thereof is permitted only under the provisions of the Copyright Law of the Publisher’s location, in its current version, and permission for use must always be obtained from Springer. Permissions for use may be obtained through RightsLink at the Copyright Clearance Center. Violations are liable to prosecution under the respective Copyright Law. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. While the advice and information in this book are believed to be true and accurate at the date of publication, neither the authors nor the editors nor the publisher can accept any legal responsibility for any errors or omissions that may be made. The publisher makes no warranty, express or implied, with respect to the material contained herein. Printed on acid-free paper Springer is part of Springer Science+Business Media (www.springer.com) www.it-ebooks.info Preface Revised versions of selected papers presented at the Joint Conference of the German Classification Society (GfKl) – 35th Annual Conference – GfKl 2011 – , the German Association for Pattern Recognition (DAGM) – 33rd annual symposium – DAGM 2011 – and the Symposium of the International Federation of Classification Societies (IFCS) – IFCS 2011 – held at the University of Frankfurt (Frankfurt am Main, Germany) August 30 – September 2, 2011, are contained in this volume of “Studies in Classification, Data Analysis, and Knowledge Organization”. One aim of the conference was to provide a platform for discussions on results concerning the interface that data analysis has in common with other areas such as, e.g., computer science, operations research, and statistics from a scientific perspective, as well as with various application areas when “best” interpretations of data that describe underlying problem situations need knowledge from different research directions. Practitioners and researchers – interested in data analysis in the broad sense – had the opportunity to discuss recent developments and to establish cross-disciplinary cooperation in their fields of interest. More than 420 persons attended the conference, more than 180 papers (including plenary and semiplenary lectures) were presented. The audience of the conference was very international. Fifty-five of the papers presented at the conference are contained in this. As an unambiguous assignment of topics addressed in single papers is sometimes difficult the contributions are grouped in a way that the editors found appropriate. Within (sub)chapters the presentations are listed in alphabetical order with respect to the authors’ names. At the end of this volume an index is included that, additionally, should help the interested reader. The editors like to thank the members of the scientific program committee: D. Baier, H.-H. Bock, R. Decker, A. Ferligoj, W. Gaul, Ch. Hennig, I. Herzog, E. H¨ llermeier, K. Jajuga, H. Kestler, A. Koch, S. Krolak-Schwerdt, H. Locareku Junge, G. McLachlan, F.R. McMorris, G. Menexes, B. Mirkin, M. Mizuta, A. Montanari, R. Nugent, A. Okada, G. Ritter, M. de Rooij, I. van Mechelen, G. Venturini, J. Vermunt, M. Vichi and C. Weihs and the additional reviewers of the proceedings: W. Adler, M. Behnisch, C. Bernau, P. Bertrand, A.-L. Boulesteix, v www.it-ebooks.info vi Preface A. Cerioli, M. Costa, N. Dean, P. Eilers, S.L. France, J. Gertheiss, A. Geyer-Schulz, W.J. Heiser, Ch. Hohensinn, H. Holzmann, Th. Horvath, H. Kiers, B. Lorenz, H. Lukashevich, V. Makarenkov, F. Meyer, I. Morlini, H.-J. Mucha, U. M¨ ller-Funk, u J.W. Owsinski, P. Rokita, A. Rutkowski-Ziarko, R. Samworth, I. Schm¨ decke and a A. Sokolowski. Last but not least, we would like to thank all participants of the conference for their interest and various activities which, again, made the 35th annual GfKl conference and this volume an interdisciplinary possibility for scientific discussion, in particular all authors and all colleagues who reviewed papers, chaired sessions or were otherwise involved. Additionally, we gratefully take the opportunity to acknowledge support by Deutsche Forschungsgemeinschaft (DFG) of the Symposium of the International Federation of Classification Societies (IFCS) – IFCS 2011. As always we thank Springer Verlag, Heidelberg, especially Dr. Martina Bihn, for excellent cooperation in publishing this volume. Colchester, UK Ghent, Belgium Marburg, Germany Berthold Lausen Dirk Van den Poel Alfred Ultsch www.it-ebooks.info Contents Part I Invited Size and Power of Multivariate Outlier Detection Rules . . . . . . . . . . . . . . . . . . . . Andrea Cerioli, Marco Riani, and Francesca Torti 3 Clustering and Prediction of Rankings Within a Kemeny Distance Framework . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . Willem J. Heiser and Antonio D’Ambrosio 19 Solving the Minimum Sum of L1 Distances Clustering Problem by Hyperbolic Smoothing and Partition into Boundary and Gravitational Regions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . Adilson Elias Xavier, Vinicius Layter Xavier, and Sergio B. Villas-Boas 33 Part II Clustering and Unsupervised Learning On the Number of Modes of Finite Mixtures of Elliptical Distributions . . . Grigory Alexandrovich, Hajo Holzmann, and Surajit Ray 49 Implications of Axiomatic Consensus Properties .. . . . . . . .. . . . . . . . . . . . . . . . . . . . Florent Domenach and Ali Tayari 59 Comparing Earth Mover’s Distance and its Approximations for Clustering Images .. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . Sarah Frost and Daniel Baier A Hierarchical Clustering Approach to Modularity Maximization . . . . . . . . Wolfgang Gaul and Rebecca Klages Mixture Model Clustering with Covariates Using Adjusted Three-Step Approaches.. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . Dereje W. Gudicha and Jeroen K. Vermunt 69 79 87 vii www.it-ebooks.info viii Contents Efficient Spatial Segmentation of Hyper-spectral 3D Volume Data . . . . . . . . Jan Hendrik Kobarg and Theodore Alexandrov 95 Cluster Analysis Based on Pre-specified Multiple Layer Structure . . . . . . . . 105 Akinori Okada and Satoru Yokoyama Factor PD-Clustering .. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 115 Cristina Tortora, Mireille Gettler Summa, and Francesco Palumbo Part III Statistical Data Analysis, Visualization and Scaling Clustering Ordinal Data via Latent Variable Models . . . .. . . . . . . . . . . . . . . . . . . . 127 Damien McParland and Isobel Claire Gormley Sentiment Analysis of Online Media . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 137 Michael Salter-Townshend and Thomas Brendan Murphy Visualizing Data in Social and Behavioral Sciences: An Application of PARAMAP on Judicial Statistics . . . . .. . . . . . . . . . . . . . . . . . . . 147 Ulas Akkucuk, J. Douglas Carroll, and Stephen L. France Properties of a General Measure of Configuration Agreement . . . . . . . . . . . . . 155 Stephen L. France Convex Optimization as a Tool for Correcting Dissimilarity Matrices for Regular Minimality . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 165 ¨ u Matthias Trendtel and Ali Unl¨ Principal Components Analysis for a Gaussian Mixture . . . . . . . . . . . . . . . . . . . . 175 Carlos Cuevas-Covarrubias Interactive Principal Components Analysis: A New Technological Resource in the Classroom . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 185 Carmen Villar-Pati˜ o, Miguel Angel Mendez-Mendez, n and Carlos Cuevas-Covarrubias One-Mode Three-Way Analysis Based on Result of One-Mode Two-Way Analysis.. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 195 Satoru Yokoyama and Akinori Okada Latent Class Models of Time Series Data: An Entropic-Based Uncertainty Measure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 205 Jos´ G. Dias e Regularization and Model Selection with Categorical Covariates.. . . . . . . . . 215 Jan Gertheiss, Veronika Stelz, and Gerhard Tutz Factor Preselection and Multiple Measures of Dependence .. . . . . . . . . . . . . . . . 223 Nina B¨ chel, Kay F. Hildebrand, and Ulrich M¨ ller-Funk u u www.it-ebooks.info Contents ix Intrablocks Correspondence Analysis . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 233 Campo El´as Pardo and Jorge Eduardo Ortiz ı Determining the Similarity Between US Cities Using a Gravity Model for Search Engine Query Data . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 243 Paul Hofmarcher, Bettina Gr¨ n, Kurt Hornik, and Patrick Mair u Part IV Bioinformatics and Biostatistics An Efficient Algorithm for the Detection and Classification of Horizontal Gene Transfer Events and Identification of Mosaic Genes. . . . . 253 Alix Boc, Pierre Legendre, and Vladimir Makarenkov Complexity Selection with Cross-validation for Lasso and Sparse Partial Least Squares Using High-Dimensional Data . . . . . . . . . . 261 Anne-Laure Boulesteix, Adrian Richter, and Christoph Bernau A New Effective Method for Elimination of Systematic Error in Experimental High-Throughput Screening . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 269 Vladimir Makarenkov, Plamen Dragiev, and Robert Nadon Local Clique Merging: An Extension of the Maximum Common Subgraph Measure with Applications in Structural Bioinformatics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 279 Thomas Fober, Gerhard Klebe, and Eyke H¨ llermeier u Identification of Risk Factors in Coronary Bypass Surgery .. . . . . . . . . . . . . . . . 287 Julia Schiffner, Erhard Godehardt, Stefanie Hillebrand, Alexander Albert, Artur Lichtenberg, and Claus Weihs Part V Archaeology and Geography, Psychology and Educational Sciences Parallel Coordinate Plots in Archaeology . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 299 Irmela Herzog and Frank Siegmund Classification of Roman Tiles with Stamp PARDALIVS . . . . . . . . . . . . . . . . . . . . 309 Hans-Joachim Mucha, Jens Dolata, and Hans-Georg Bartel Applying Location Planning Algorithms to Schools: The Case of Special Education in Hesse (Germany) .. . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 319 Alexandra Schwarz Detecting Person Heterogeneity in a Large-Scale Orthographic Test Using Item Response Models . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 329 Christine Hohensinn, Klaus D. Kubinger, and Manuel Reif Linear Logistic Models with Relaxed Assumptions in R . . . . . . . . . . . . . . . . . . . . 337 Thomas Rusch, Marco J. Maier, and Reinhold Hatzinger www.it-ebooks.info x Part VI Contents Text Mining, Social Networks and Clustering An Approach for Topic Trend Detection . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 347 Wolfgang Gaul and Dominique Vincent Modified Randomized Modularity Clustering: Adapting the Resolution Limit. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 355 Andreas Geyer-Schulz, Michael Ovelg¨ nne, and Martin Stein o Cluster It! Semiautomatic Splitting and Naming of Classification Concepts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 365 Dominik Stork, Kai Eckert, and Heiner Stuckenschmidt Part VII Banking and Finance A Theoretical and Empirical Analysis of the Black-Litterman Model . . . . . 377 Wolfgang Bessler and Dominik Wolff Vulnerability of Copula-VaR to Misspecification of Margins and Dependence Structure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 387 Katarzyna Kuziak Dynamic Principal Component Analysis: A Banking Customer Satisfaction Evaluation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 397 Caterina Liberati and Paolo Mariani Comparison of Some Chosen Tests of Independence of Value-at-Risk Violations .. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 407 Krzysztof Piontek Fundamental Portfolio Construction Based on Mahalanobis Distance . . . . 417 Anna Rutkowska-Ziarko Multivariate Modelling of Cross-Commodity Price Relations Along the Petrochemical Value Chain . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 427 Myriam Th¨ mmes and Peter Winker o Part VIII Marketing and Management Lifestyle Segmentation Based on Contents of Uploaded Images Versus Ratings of Items. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 439 Ines Daniel and Daniel Baier Optimal Network Revenue Management Decisions Including Flexible Demand Data and Overbooking .. . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 449 Wolfgang Gaul and Christoph Winkler Non-symmetrical Correspondence Analysis of Abbreviated Hard Laddering Interviews . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 457 Eugene Kaciak and Adam Sagan www.it-ebooks.info Contents xi Antecedents and Outcomes of Participation in Social Networking Sites . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 465 Sandra Loureiro User-Generated Content for Image Clustering and Marketing Purposes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 473 Diana Schindler Logic Based Conjoint Analysis Using the Commuting Quantum Query Language . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 481 Ingo Schmitt and Daniel Baier Product Design Optimization Using Ant Colony And Bee Algorithms: A Comparison . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 491 Sascha Voekler, Daniel Krausche, and Daniel Baier Part IX Music Classification Workshop Comparison of Classical and Sequential Design of Experiments in Note Onset Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 501 Nadja Bauer, Julia Schiffner, and Claus Weihs Recognising Cello Performers Using Timbre Models . . . .. . . . . . . . . . . . . . . . . . . . 511 Magdalena Chudy and Simon Dixon A Case Study About the Effort to Classify Music Intervals by Chroma and Spectrum Analysis . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 519 Verena Mattern, Igor Vatolkin, and G¨ nter Rudolph u Computational Prediction of High-Level Descriptors of Music Personal Categories .. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 529 G¨ nther R¨ tter, Igor Vatolkin, and Claus Weihs u o High Performance Hardware Architectures for Automated Music Classification .. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .. . . . . . . . . . . . . . . . . . . . 539 Ingo Schm¨ decke and Holger Blume a www.it-ebooks.info www.it-ebooks.info Contributors Ulas Akkucuk Department of Management, Bogazici University, Istanbul, Turkey, [email protected] Alexander Albert Clinic of Cardiovascular Surgery, Heinrich-Heine University, 40225 D¨ sseldorf, Germany u Theodore Alexandrov Center for Industrial Mathematics, University of Bremen, 28359 Bremen, Germany Grigory Alexandrovich Department of Mathematics and Computer Science, Marburg University, Marburg, Germany Daniel Baier Institute of Business Administration and Economics, Brandenburg University of Technology Cottbus, Postbox 101344, 03013 Cottbus, Germany, [email protected] Hans-Georg Bartel Department of Chemistry, Humboldt University, BrookTaylor-Straße 2, 12489 Berlin, Germany, [email protected] Nadja Bauer Faculty of Statistics Chair of Computational Statistics, TU Dortmund, Dortmund, Germany, [email protected] Christoph Bernau Institut f¨ r Medizinische Informationsverarbeitung, Biometrie u und Epidemiologie, Universit¨ t M¨ nchen (LMU), M¨ nich, Germany a u u Wolfgang Bessler Center for Finance and Banking, University of Giessen, Licher Strasse 74, 35394 Giessen, Germany, [email protected] Holger Blume Institute of Microelectronic Systems, Appelstr. 4, 30167 Hannover, Germany, [email protected] Alix Boc Universit´ de Montr´ al, C.P. 6128, succursale Centre-ville, Montr´ al, QC e e e H3C 3J7 Canada, [email protected] xiii www.it-ebooks.info xiv Contributors Anne-Laure Boulesteix Institut f¨ r Medizinische Informationsverarbeitung, u Biometrie und Epidemiologie, Universit¨ t M¨ nchen (LMU), M¨ nich, Germany, a u u [email protected] Nina Buchel European Research Center for Information Systems (ERCIS), Uni¨ versity of M¨ nster, M¨ nster, Germany, [email protected] u u Carlos Cuevas-Covarrubias Anahuac University, Naucalpan, State of Mexico, Mexico, [email protected] J. Douglas Carroll Rutgers Business School, Newark and New Brunswick, Newark, NJ, USA Andrea Cerioli Dipartimento di Economia, Universit` di Parma, Parma, Italy, a [email protected] Magdalena Chudy Centre for Digital Music, Queen Mary University of London, Mile End Road, London, E1 4NS UK, [email protected] Antonio D’Ambrosio Department of Mathematics and Statistics, University of Naples Federico II, Via Cinthia, M.te S. Angelo, Naples, Italy, [email protected] Ines Daniel Institute of Business Administration and Economics, Brandenburg University of Technology Cottbus, Postbox 101344, 03013 Cottbus, Germany, [email protected] Jos´ G. Dias UNIDE, ISCTE – University Institute of Lisbon, Lisbon, Portugal e Edif´cio ISCTE, Av. das Forcas Armadas, 1649-026 Lisboa, Portugal, ı ¸ [email protected] Simon Dixon Centre for Digital Music, Queen Mary University of London, Mile End Road, London, E1 4NS UK, [email protected] Jens Dolata Head Office for Cultural Heritage Rhineland-Palatinate (GDKE), Große Langgasse 29, 55116 Mainz, Germany, [email protected] Florent Domenach Department of Computer Science, University of Nicosia, 46 Makedonitissas Avenue, PO Box 24005, 1700 Nicosia, Cyprus, [email protected] ` Plamen Dragiev D´ partement d’Informatique, Universit´ du Qu´ bec a Montr´ al, e e e e c.p. 8888, succ. Centre-Ville, Montreal, QC H3C 3P8 Canada Department of Human Genetics, McGill University, 1205 Dr. Penfield Ave., Montreal, QC H3A-1B1 Canada Kai Eckert KR & KM Research Group, University of Mannheim, Mannheim, Germany, [email protected] Jorge Eduardo Ortiz Facultad de Estad´stica Universidad Santo Tom´ s, Bogot´ , ı a a Colombia, [email protected] www.it-ebooks.info Contributors xv Thomas Fober Department of Mathematics and Computer Science, PhilippsUniversit¨ t, 35032 Marburg, Germany, [email protected] a Stephen L. France Lubar School of Business, University of WisconsinMilwaukee, P. O. Box 742, Milwaukee, WI, 53201-0742 USA, [email protected] Sarah Frost Institute of Business Administration and Economics, Brandenburg University of Technology Cottbus, Postbox 101344, 03013 Cottbus, Germany, [email protected] Wolfgang Gaul Institute of Decision Theory and Management Science, Karlsruhe Institute of Technology (KIT), Kaiserstr. 12, 76128 Karlsruhe, Germany, [email protected] Jan Gertheiss Department of Statistics, LMU Munich, Akademiestr. 1, 80799 Munich, Germany, [email protected] Andreas Geyer-Schulz Information Services and Electronic Markets, IISM, Karlsruhe Institute of Technology, Kaiserstrasse 12, D-76128 Karlsruhe, Germany, [email protected] Erhard Godehardt Clinic of Cardiovascular Surgery, Heinrich-Heine University, 40225 D¨ sseldorf, Germany, [email protected] u Isobel Claire Gormley University [email protected] College Dublin, Dublin, Ireland, Bettina Grun Department of Applied Statistics, Johannes Kepler University Linz, ¨ Altenbergerstraße 69, 4040 Linz, Austria, [email protected] Dereje W. Gudicha Tilburg University, PO Box 50193, 5000 LE Tilburg, The Netherlands, [email protected] Reinhold Hatzinger Institute for Statistics and Mathematics, WU Vienna University of Economics and Business, Augasse 2-6, 1090 Vienna, Austria, [email protected] Willem J. Heiser Institute of Psychology, Leiden University, P.O. Box 9555, 2300 RB Leiden, The Netherlands, [email protected] Irmela Herzog LVR-Amt f¨ r Bodendenkmalpflege im Rheinland, Bonn u Kay F. Hildebrand European Research Center for Information Systems (ERCIS), University of M¨ nster, M¨ nster, Germany, [email protected] u u Stefanie Hillebrand Faculty of Statistics TU Dortmund, 44221 Dortmund, Germany Paul Hofmarcher Institute for Statistics and Mathematics, WU (Vienna University of Economics and Business), Augasse 2-6, 1090 Wien, Austria, [email protected] www.it-ebooks.info xvi Contributors Christine Hohensinn Faculty of Psychology Department of Psychological Assessment and Applied Psychometrics, University of Vienna, Vienna, Austria, [email protected] Hajo Holzmann Department of Mathematics and Computer Science, Marburg University, Marburg, Germany Fachbereich Math-ematik und Informatik, Philipps-UniversitR Marburg, HansMeerweinstr., D-35032 Marburg, Germany, [email protected]. de Kurt Hornik Institute for Statistics and Mathematics, WU (Vienna University of Economics and Business), Augasse 2-6, 1090 Wien, Austria, [email protected] Eyke Hullermeier Department of Mathematics and Computer Science, Philipps¨ Universit¨ t, 35032 Marburg, Germany, [email protected] a Eugene Kaciak Brock [email protected] University, St. Catharines, ON, Canada, Rebecca Klages Institute of Decision Theory and Management Science, Karlsruhe Institute of Technology (KIT), Kaiserstr. 12, 76128 Karlsruhe, Germany, [email protected] Gerhard Klebe Department of Mathematics and Computer Science, PhilippsUniversit¨ t, 35032 Marburg, Germany a Jan Hendrik Kobarg Center for Industrial Mathematics, University of Bremen, 28359 Bremen, Germany, [email protected] Daniel Krausche Institute of Business Administration and Economics, Brandenburg University of Technology Cottbus, Postbox 101344, D-03013 Cottbus, Germany, [email protected] Klaus D. Kubinger Faculty of Psychology Department of Psychological Assessment and Applied Psychometrics, University of Vienna, Vienna, Austria, [email protected] Katarzyna Kuziak Department of Financial Investments and Risk Management, Wroclaw University of Economics, ul. Komandorska 118/120, Wroclaw, Poland, [email protected] Pierre Legendre Universit´ de Montr´ al, C.P. 6128, succursale Centre-ville, e e Montr´ al, QC H3C 3J7 Canada, [email protected] e Caterina Liberati Economics Department, University of Milano-Bicocca, P.zza Ateneo Nuovo n.1, 20126 Milan, Italy, [email protected] Artur Lichtenberg Clinic of Cardiovascular Surgery, Heinrich-Heine University, 40225 D¨ sseldorf, Germany u www.it-ebooks.info Contributors xvii Loureiro Sandra Maria Correia Marketing, Operations and General Management Department, ISCTE-IUL Business School, Av., Forcas Armadas, ¸ 1649-026 Lisbon, Portugal, [email protected] Marco Maier Institute for Statistics and Mathematics, WU Vienna University of Economics and Business, Augasse 2-6, 1090 Vienna, Austria, [email protected] Patrick Mair Institute for Statistics and Mathematics, WU (Vienna University of Economics and Business), Augasse 2-6, 1090 Wien, Austria, [email protected] ` Vladimir Makarenkov D´ partement d’Informatique, Universit´ du Qu´ bec a e e e Montr´ al, C.P.8888, succursale Centre Ville, Montreal, QC H3C 3P8 Canada, e [email protected] Paolo Mariani Statistics Department, University of Milano-Bicocca, via Bicocca degli Arcimboldi, n.8, 20126 Milan, Italy, [email protected] Verena Mattern Chair of Algorithm Engineering, TU Dortmund, Dortmund, Germany, [email protected] Damien McParland University [email protected] College Dublin, Dublin, Ireland, Miguel Angel Mendez-Mendez Universidad Anahuac, Mexico City, Mexico Hans-Joachim Mucha Weierstrass Institute for Applied Analysis and Stochastics (WIAS), 10117 Berlin, Germany, [email protected] Ulrich Muller-Funk European Research Center for Information Systems ¨ (ERCIS), University of M¨ nster, M¨ nster, Germany, [email protected] u u Thomas Brendan Murphy School of Mathematical Sciences and Complex and Adaptive Systems Laboratory, University College Dublin, Dublin 4, Ireland, [email protected] Robert Nadon Department of Human Genetics, McGill University, 1205 Dr. Penfield Ave., Montreal, QC H3A-1B1 Canada Akinori Okada Graduate School of Management and Information Sciences, Tama University, Tokyo, Japan, [email protected] Michael Ovelg¨ nne Information Services and Electronic Markets, IISM, Karlo sruhe Institute of Technology, Kaiserstrasse 12, D-76128 Karlsruhe, Germany, [email protected] Francesco Palumbo Universit` degli Studi di Napoli Federico II, Naples, Italy, a [email protected] Campo El´as Pardo Departamento de Estad´stica, Universidad Nacional de ı ı Colombia, Bogot´ , Colombia, [email protected] a www.it-ebooks.info xviii Contributors Krzysztof Piontek Department of Financial Investments and Risk Management, Wroclaw University of Economics, ul. Komandorska 118/120, 53-345 Wroclaw, Poland, [email protected] Surajit Ray Department of Mathematics and Statistics, Boston University, Boston, USA Manuel Reif Faculty of Psychology Department of Psychological Assessment and Applied Psychometrics, University of Vienna, Vienna, Austria, [email protected] Marco Riani Dipartimento Italy, [email protected] di Economia, Universit` di a Parma, Parma, Adrian Richter Institut f¨ r Medizinische Informationsverarbeitung, Biometrie u und Epidemiologie, Universit¨ t M¨ nchen (LMU), M¨ nich, Germany a u u Gunther R¨ tter Institute for Music and Music Science, TU Dortmund, Dortmund, ¨ o Germany, [email protected] Gunter Rudolph Chair of Algorithm Engineering, TU Dortmund, Dortmund, ¨ Germany, [email protected] Thomas Rusch84 Institute for Statistics and Mathematics, WU Vienna University of Economics and Business, Augasse 2-6, 1090 Vienna, Austria, [email protected] Anna Rutkowska-Ziarko Faculty of Economic Sciences University of Warmia and Mazury, Oczapowskiego 4, 10-719 Olsztyn, Poland, [email protected] Adam Sagan Cracow [email protected] University of Economics, Krakw, Poland, Michael Salter-Townshend School of Mathematical Sciences and Complex and Adaptive Systems Laboratory, University College Dublin, Dublin 4, Ireland, [email protected] Julia Schiffner Faculty of Statistics Chair of Computational Statistics, TU Dortmund, 44221 Dortmund, Germany, [email protected] Diana Schindler Department of Business Administration and Economics, Bielefeld University, Postbox 100131, 33501 Bielefeld, Germany, [email protected] Ingo Schm¨ decke Institute of Microelectronic Systems, Appelstr. 4, 30167 Hana nover, Germany, [email protected] Ingo Schmitt Institute of Computer Science, Information and Media Technology, BTU Cottbus, Postbox 101344, D-03013 Cottbus, Germany, [email protected] Alexandra Schwarz German Institute for International Educational Research, Schloßstraße 29, D-60486 Frankfurt am Main, Germany, [email protected] www.it-ebooks.info Contributors xix Frank Siegmund Heinrich-Heine-Universit¨ t D¨ sseldorf, D¨ sseldorf a u u Martin Stein Information Services and Electronic Markets, IISM, Karlsruhe Institute of Technology, Kaiserstrasse 12, D-76128 Karlsruhe, Germany, [email protected] Veronika Stelz Department of Statistics, LMU Munich, Akademiestr. 1, 80799 Munich, Germany Dominik Stork KR & KM Research Group, University of Mannheim, Mannheim, Germany, [email protected] Heiner Stuckenschmidt KR & KM Research Group, University of Mannheim, Mannheim, Germany, [email protected] Mireille Gettler Summa CEREMADE, CNRS, Universit´ Paris Dauphine, Paris, e France, [email protected] Ali Tayari Department of Computer Science, University of Nicosia, Flat 204, Democratias 16, 2370 Nicosia, Cyprus, [email protected] Myriam Th¨ mmes Humboldt University of Berlin, Spandauer Str. 1, 10099 o Berlin, Germany, [email protected] Francesca Torti Dipartimento di Economia, Universit` di Parma, Parma, Italy a Dipartimento di Statistica, Universit` di Milano Bicocca, Milan, Italy, a [email protected] Cristina Tortora Universit` degli Studi di Napoli Federico II, Naples, Italy a CEREMADE, CNRS, [email protected] Universit´ e Paris Dauphine, Paris, France, Matthias Trendtel Chair for Methods in Empirical Educational Research, TUM School of Education, Technische Universit¨ t M¨ nchen, M¨ nchen, Germany, a u u [email protected] Gerhard Tutz Department of Statistics, LMU Munich, Akademiestr. 1, 80799 Munich, Germany ¨ ¨ Ali Unlu Chair for Methods in Empirical Educational Research, TUM School of Education, Technische Universit¨ t M¨ nchen, M¨ nchen, Germany, a u u [email protected] Igor Vatolkin Chair of Algorithm Engineering, TU Dortmund, Dortmund, Germany, [email protected]; [email protected] Jeroen K. Vermunt Tilburg University, PO Box 50193, 5000 LE Tilburg, The Netherlands, [email protected] ˜ Carmen Villar-Patino Universidad [email protected] Anahuac, www.it-ebooks.info Mexico City, Mexico,
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