ISBN: 3540256776
TITLE: Classification - the Ubiquitous Challenge
AUTHOR: Weihs, Gaul
TOC:

Part I. (Semi-) Plenary Presentations
Classification and Data Mining in Musicology 3
Jan Beran
Bayesian Mixed Membership Models for Soft Clustering and Classification 11
Elena A. Erosheva, Stephen E. Fienberg
Predicting Protein Secondary Structure with Markov Models 27
Paul Fischer, Simon Larsen, Claus Thomsen
Milestones in the History of Data Visualization: A Case Study in Statistical Historiography 34
Michael Friendly
Quantitative Text Typology: The Impact of Word Length 53
Peter Grzybek. Ernst Stadlober, Emmerich Kelih, Gordana Antic
Cluster Ensembles 65
Kurt Hornik
Bootstrap Confidence Intervals for Three-way Component Methods 73
Henk A.L. Kiers
Organising the Knowledge Space for Software Components 85
Claus Pahl
Multimedia Pattern Recognition in Soccer Video Using Time Intervals 97
Cees G.M. Snoek, Marcel Worring
Quantitative Assessment of the Responsibility for the Disease Load in a Population 109
Wolfgang Uter, Olaf Gefeller
Part II. Classification and Data Analysis Classification
Bootstrapping Latent Class Models 121
Jos G. Dias
Dimensionality of Random Subspaces 129
Eugeniusz Gatnar
Two-stage Classification with Automatic Feature Selection for an Industrial Application 137
Sren Hader, Fred A. Hamprecht
Bagging, Boosting and Ordinal Classification 145
Klaus Hechenbichler, Gerhard Tutz
A Method for Visual Cluster Validation 153
Christian Hennig
Empirical Comparison of Boosting Algorithms 161
Riadh Khanchel, Mohamed Limam
Iterative Majorization Approachi to the Distance-based Discriminant Analysis 168
Serhiy Kosinov, Stphane Marchand-Maillet, Thiery Pun
An Extension of the CHAID Tree-based Segmentation Algorithm to Multiple Dependent Variables 176
Jay Magidson, Jevoen K. Vermunt
Expectation of Random Sets and the 'Mean Values' of Interval Data 184
Ole Nordhoff
Experimental Design for Variable Selection in Data Bases 192
Constanze Pumphin, Claus Weihs, Andrea Preusser
KMC/EDAM: A New Approach for the Visualization of K-Means Clustering Results 200
Nils Raabe, Karsten Luebke, Claus Weihs
Clustering of Variables with Missing Data: Application to Preference Studies 208
Karin Sahmer, Evelyne Vigneau, El Mostafa Qannari, Joachim Kunert
Binary On-line Classification Based on Temporally Integrated Information 216
Christin Schfer, Steven Lemm, Gabriel Curio
Different Subspace Classification 224
Gero Szepannek, Karsten Luebke
Density Estimation and Visualization fr Data Containing Clusters of Unknown Structure 232
Alfred Ultsch
Hierarchical Mixture Models fr Nested Data Structures 240
Jeroen K. Vermunt, Jay Magidson
Data Analysis
Iterative Proportional Scaling Based an a Robust Start Estimator 248
Claudia Becker
Exploring Multivariate Data Structures with Local Principal Curves 256
Jochen Einbeck, Gerhard Tutz, Ludger Evers
A Three-way Multidimensional Scaling Approach to the Analysis of Judgments About Persons 264
Sabine Krolak-Schwerdt
Discovering Temporal Knowledge in Multivariate Time Series 272
Fabian Mrchen, Alfred Ultsch
A New Framework for Multidimensional Data Analysis 280
Shizuhiko Nishisato
External Analysis of Two-mode Three-way Asymmetrie Multidimensional Scaling 288
Akinori Okada, Tadashi Imaizumi
The Relevance Vector Machine Under Covariate Measurement Error 296
David Rummel
Part III. Applications
Archaeology
A Contribution to the History of Seriation in Archaeology 307
Peter Ihm
Model-based Cluster Analysis of Roman Bricks and Tiles from Worms and Rheinzabern 317
Hans-Joachim Mucha, Hans-Georg Bartel, Jens Dolata
Astronomy
Astronomical Object Classification and Parameter Estimation with the Gaia Galactic Survey Satellite 325
Coryn A.L. Bailer-Jones
Design of Astronomical Filter Systems for Stellar Classification Using Evolutionary Algorithms 330
Coryn A.L. Bailer-Jones
Bio-Sciences
Analyzing Microarray Data with the Generative Topographic Mapping Approach 338
Isabelle M. Grimmenstein, Karsten Quast, Wolfgang Urfer
Test for a Change Point in Bernoulli Trials with Dependence. 346
Joachim Krauth
Data Mining in Protein Binding Cavities 354
Katrin Kupas, Alfred Ultsch
Classification of In Vivo Magnetic Resonance Spectra 362
Bjrn H. Menze, Michael Wormit, Peter Bachert, Matthias Lichy, Heinz-Peter Schlemmer, Fred A. Hamprecht
Modifying Microarray Analysis Methods fr Categorical Data - SAM and PAM for SNPs 370
Holger Schwender
Improving the Identification of Differentially Expressed Genes in cDNA Microarray Experiments 378
Alfred Ultsch
PhyNav: A Novel Approach to Reconstruct Large Phylogenies 386
Le Sy Vinh, Heiko A. Schmidt, Arndt von Haeseler
Electronic Data and Web
NewsRec, a Personal Recommendation System for News Websites 394
Christian Bomhardt, Wolfgang Gaul
Clustering of Large Document Sets with Restricted Random Walks on Usage Histories 402
Markus Franke, Anke Thede
Fuzzy Two-mode Clustering vs. Collaborative Filtering 410
Volker Schlecht, Wolfgang Gaul
Web Mining and Online Visibility 418
Nadine Schmidt-Mnz, Wolfgang Gaul
Analysis of Recommender System Usage by Multidimensional Scaling 426
Patrick Thoma, Wolfgang Gaul
Finance and Insurance
On a Combination of Convex Risk Minimization Methods 434
Andreas Christmann
Credit Scoring Using Global and Local Statistical Models 442
Alexandra Schwarz, Gerhard Arminger
Informative Patterns for Credit Scoring Using Linear SVM 450
Ralf Stecking, Klaus B. Schebesch
Application of Support Vector Machines in a Life Assurance Environment 458
Sarel J. Steel, Gertrud K. Hechter
Continuous Market Risk Budgeting in Financial Institutions 466
Mario Straberger
Smooth Correlation Estimation with Application to Portfolio Credit Risk 474
Rafael Weibach and Bernd Rosenow
Library Science and Linguistics
How Many Lexical-semantic Relations are Necessary? 482
Dariusch Bagheri
Automated Detection of Morphemes Using Distributional Measurements 490
Christoph Benden
Classification of Author and/or Genre? The Impact of Word Length 498
Emmerich Kelih, Gordana Antic, Peter Grzybek, Ernst Stadlober
Some Historical Remarks on Library Classification - a Short Introduction to the Science of Library Classification 506
Bernd Lorenz
Automatic Validation of Hierarchical Cluster Analysis with Application in Dialectometry 513
Hans-Joachim Mucha, Edgar Haimerl
Discovering the Senses of an Ambiguous Word by Clustering its Local Contexts 521
Reinhard Rapp
Document Management and the Development of Information Spaces 529
Ulfert Rist
Macro-Economics
Stochastic Ranking and the Volatility "Croissant": A Sensitivity Analysis of Economic Rankings 537
Helmut Berrer, Christian Helmenstein, Wolfgang Polasek
Importance Assessment of Correlated Predictors in Business Cycles Classification 545
Daniel Enache, Claus Weihs
Economic Freedom in the 25-Member European Union: Insights Using Classification Tools 553
Clifford W. Sell
Marketing
Intercultural Consumer Classifications in E-Commerce 561
Hans H. Bauer, Marcus M. Neumann, Frank Huber
Reservation Price Estimation by Adaptive Conjoint Analysis 569
Christoph Breidert, Michael Hahsler, Lang Schmidt-Thieme
Estimating Reservation Prices for Product Bundles Based on Paired Comparison Data 577
Bernd Stau, Wolfgang Gaul
Music Science
Classification of Perceived Musical Intervals 585
Jobst P. Fricke
In Search of Variables Distinguishing Low and High Achievers in a Music Sight Reading Task 593
Reinhard Kopiez, Claus Weihs, Uwe Ligges, Ji In Lee
Automatic Feature Extraction from Large Time Series 600
Ingo Mierswa
Identification of Musical Instruments by Means of the Hough-Transformation 608
Christian Rver, Frank Klefenz, Claus Weihs
Support Vector Machines for Bass and Snare Drum Recognition 616
Dirk Van Steelant, Koen Tanghe, Sven Degroeve, Bernard De Baets, Marc Leman, Jean-Pierre Martens
Register Classification by Timbre 624
Claus Weihs, Christoph Reuter. Uwe Ligges
Quality Assurance
Classification of Processes by the Lyapunov Exponent 632
Anja M. Busse
Desirability to Characterize Process Capability 640
Jutta Jessenberger, Claus Weihs
Application and Use of Multivariate Control Charts in a BTA Deep Hole Drilling Process 648
Amor Messaoud, Winfried Theis, Claus Weihs, Franz Hering
Determination of Relevant Frequencies and Modeling Varying Amplitudes of Harmonic Processes 656
Winfried Theis, Claus Weihs
Part IV. Contest: Social Milieus in Dortmund
Introduction to the Contest "Social Milieus in Dortmund" 667
Ernst-Otto Sommerer, Claus bheihs
Application of a Genetic Algorithm to Variable Selection in Fuzzy Clustering 674
Christian Rver, Gero Szepannek
Annealed k-Means Clustering and Decision Trees 682
Christin Schfer, Julian Laub
Correspondence Clustering of Dortmund City Districts 690
Stefanie Scheid
Keywords 698
Authors 703
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