29. GfKl 2005: Magdeburg, Germany

Plenaries and Semi-plenaries

• Peter Bühlmann:
  Boosting and l¹-Penalty Methods for High-dimensional Data with Some Applications in Genomics. 1-12
  
• Dieter W. Fellner, Sven Havemann:
  Striving for an Adequate Vocabulary: Next Generation 'Metadata'. 13-20
  
• Lawrence O. Hall, Parag Kanade:
  Scalable Swarm Based Fuzzy Clustering. 21-31
  
• Nada Lavrac:
  SolEuNet: Selected Data Mining Techniques and Applications. 32-39
  
• Josef Mazanec:
  Inferred Causation Theory: Time for a Paradigm Shift in Marketing Science?. 40-51
  
• Dunja Mladenic:
  Text Mining in Action!. 52-62
  
• Mattis Neiling:
  Identification of Real-world Objects in Multiple Databases. 63-74
  
• Stefan Wrobel, Thomas Gärtner, Tamás Horváth:
  Kernels for Predictive Graph Mining. 75-86
  

Clustering

• Bert Arnrich, Alexander Albert, Jörg A. Walter:
  PRISMA: Improving Risk Estimation with Parallel Logistic Regression Trees. 87-94
  
• José Dias:
  Latent Class Analysis and Model Selection. 95-102
  
• Marcus Weber, Wasinee Rungsarityotin, Alexander Schliep:
  An Indicator for the Number of Clusters: Using a Linear Map to Simplex Structure. 103-110
  

Discriminant Analysis

• Wojciech Gamrot:
  On the Use of Some Classification Quality Measure to Construct Mean Value Estimates Under Nonresponse. 111-118
  
• Eugeniusz Gatnar:
  A Wrapper Feature Selection Method for Combined Tree-based Classifiers. 119-125
  
• Nelmarie Louw, Sarel Steel:
  Input Variable Selection in Kernel Fisher Discriminant Analysis. 126-133
  
• Hemant A. Patil, Pranab K. Dutta, T. K. Basu:
  The Wavelet Packet Based Cepstral Features for Open Set Speaker Classification in Marathi. 134-141
  
• Ekaterina Serikova, Eugene Zhuk:
  A New Effective Algorithm for Stepwise Principle Components Selection in Discriminant Analysis. 142-149
  
• David Sommer, Martin Golz:
  A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets. 150-157
  
• Thomas Weber:
  Discriminant Analysis of Polythetically Described Older Palaeolithic Stone Flakes: Possibilities and Questions. 158-165
  

Classification with Latent Variable Models

• Daniela G. Calò, Angela Montanari, Cinzia Viroli:
  Model-based Density Estimation by Independent Factor Analysis. 166-173
  
• Giuliano Galimberti, Gabriele Soffritti:
  Identifying Multiple Cluster Structures Through Latent Class Models. 174-181
  
• Marilena Pillati, Cinzia Viroli:
  Gene Selection in Classification Problems via Projections onto a Latent Space. 182-189
  

Multiway Classification and Data Analysis

• Sabine Krolak-Schwerdt, Michael Wiedenbeck:
  The Recovery Performance of Two-mode Clustering Methods: Monte Carlo Experiment. 190-197
  
• Thomas Ostermann, Reinhard Schuster:
  On the Comparability of Relialibility Measures: Bifurcation Analysis of Two Measures in the Case of Dichotomous Ratings. 198-205
  

Ranking, Multi-label Classification, Preferences

• Klaus Brinker:
  On Active Learning in Multi-label Classification. 206-213
  
• Stéphan Clémençon, Gábor Lugosi, Nicolas Vayatis:
  From Ranking to Classification: A Statistical View. 214-221
  

PLS Path Modeling, PLS Regression and Classification

• Karin Sahmer, Mohamed Hanafi, Mostafa El Qannari:
  Assessing Unidimensionality within PLS Path Modeling Framework. 222-229
  
• Sven Serneels, Christophe Croux, Peter Filzmoser, Pierre J. Van Espen:
  The Partial Robust M-approach. 230-237
  
• Silvia Squillacciotti:
  Classification in PLS Path Models and Local Model Optimisation. 238-245
  

Robust Methods in Multivariate Statistics

• Claudio Agostinelli, Paolo Pellizzari:
  Hierarchical Clustering by Means of Model Grouping. 246-253
  
• Claudia Becker, Sebastian Scholz:
  Deepest Points and Least Deep Points: Robustness and Outliers with MZE. 254-261
  
• Andrea Cerioli, Marco Riani:
  Robust Transformations and Outlier Detection with Autocorrelated Data. 262-269
  
• Peter Filzmoser, Sven Serneels, Christophe Croux, Pierre J. Van Espen:
  Robust Multivariate Methods: The Projection Pursuit Approach. 270-277
  
• Fabian Mörchen, Alfred Ultsch:
  Finding Persisting States for Knowledge Discovery in Time Series. 278-285
  

Data Mining and Explorative Multivariate Data Analysis

• Pietro Amenta, Enrico Ciavolino:
  Restricted Co-inertia Analysis. 286-293
  
• Vartan Choulakian, Luigi Dambra, Biagio Simonetti:
  Hausman Principal Component Analysis. 294-301
  
• Amor Messaoud, Claus Weihs, Franz Hering:
  Nonlinear Time Series Modelling: Monitoring a Drilling Process. 302-309
  

Text Mining

• Gordana Antic, Ernst Stadlober, Peter Grzybek, Emmerich Kelih:
  Word Length and Frequency Distributions in Different Text Genres. 310-317
  
• Christoph Benden:
  Bootstrapping an Unsupervised Morphemic Analysis. 318-325
  
• Chris Biemann, Rainer Osswald:
  Automatic Extension of Feature-based Semantic Lexicons via Contextual Attributes. 326-333
  
• Stephan Bloehdorn, Philipp Cimiano, Andreas Hotho:
  Learning Ontologies to Improve Text Clustering and Classification. 334-341
  
• Isabel Drost, Steffen Bickel, Tobias Scheffer:
  Discovering Communities in Linked Data by Multi-view Clustering. 342-349
  
• August Fenk, Gertraud Fenk-Oczlon:
  Crosslinguistic Computation and a Rhythm-based Classification of Languages. 350-357
  
• Blaz Fortuna, Dunja Mladenic:
  Using String Kernels for Classification of Slovenian Web Documents. 358-365
  
• Dafydd Gibbon, Baden Hughes, Thorsten Trippel:
  Semantic Decomposition of Character Encodings for Linguistic Knowledge Discovery. 366-373
  
• Miha Grcar, Dunja Mladenic, Marko Grobelnik:
  Applying Collaborative Filtering to Real-life Corporate Data. 374-381
  
• Emmerich Kelih, Peter Grzybek, Gordana Antic, Ernst Stadlober:
  Quantitative Text Typology: The Impact of Sentence Length. 382-389
  
• Günter Neumann:
  A Hybrid Machine Learning Approach for Information Extraction from Free Text. 390-397
  
• Blaz Novak, Dunja Mladenic, Marko Grobelnik:
  Text Classification with Active Learning. 398-405
  
• Alexander Mehler, Rüdiger Gleim, Matthias Dehmer:
  Towards Structure-sensitive Hypertext Categorization. 406-413
  
• Gerhard Paaß, Hugo de Vries:
  Evaluating the Performance of Text Mining Systems on Real-world Press Archives. 414-421
  
• Reinhard Rapp:
  Part-of-Speech Induction by Singular Value Decomposition and Hierarchical Clustering. 422-429
  
• Benno Stein, Sven Meyer zu Eissen:
  Near Similarity Search and Plagiarism Analysis. 430-437
  

Fuzzy Data Analysis

• Frank Höppner:
  Objective Function-based Discretization. 438-445
  
• Frank Klawonn:
  Understanding and Controlling the Membership Degrees in Fuzzy Clustering. 446-453
  
• Bernd Korn:
  Autonomous Sensor-based Landing Systems: Fusion of Vague and Incomplete Information by Application of Fuzzy Clustering Techniques. 454-461
  
• Marie-Jeanne Lesot:
  Outlier Preserving Clustering for Structured Data Through Kernels. 462-469
  

Economics and Mining in Business Processes

• Daniel Enache, Claus Weihs, Ursula Garczarek:
  Classification-relevant Importance Measures for the West German Business Cycle. 470-477
  
• Witold Hantke:
  The Classification of Local and Branch Labour Markets in the Upper Silesia. 478-485
  
• David Kämpf, Alfred Ultsch:
  An Overview of Artificial Life Approaches for Clustering. 486-493
  
• Jonas Kunze:
  Design Problems of Complex Economic Experiments. 494-501
  
• Wolfgang Polasek, Helmut Berrer:
  Traffic Sensitivity of Long-term Regional Growth Forecasts. 502-509
  
• Nils Raabe, Oliver Webber, Winfried Theis, Claus Weihs:
  Spiralling in BTA Deep-hole Drilling: Models of Varying Frequencies. 510-517
  
• Monika Rozkrut, Dominik Rozkrut:
  Analysis of the Economic Development of Districts in Poland as a Basis for the Framing of Regional Policies. 518-525
  

Banking and Finance

• Stefan Etschberger, Henning Fock, Christian Klein, Bernhard Zwergel:
  The Classification of Candlestick Charts: Laying the Foundation for Further Empirical Research. 526-533
  
• Steffi Höse, Konstantin Vogl:
  Modeling and Estimating the Credit Cycle by a Probit-AR(1)-Process. 534-541
  
• Ralf Stecking, Klaus B. Schebesch:
  Comparing and Selecting SVM-Kernels for Credit Scoring. 542-549
  
• Grazyna Trzpiot, Alicja Ganczarek:
  Value at Risk Using the Principal Components Analysis on the Polish Power Exchange. 550-557
  

Marketing

• Yasemin Boztug, Lutz Hildebrandt:
  A Market Basket Analysis Conducted with a Multivariate Logit Model. 558-565
  
• Georgi I. Nalbantov, Jan C. Bioch, Patrick J. F. Groenen:
  Solving and Interpreting Binary Classification Problems in Marketing with SVMs. 566-573
  
• Marcel Paulssen, Angela Sommerfeld:
  Modeling the Nonlinear Relationship Between Satisfaction and Loyalty with Structural Equation Models. 574-581
  
• Thomas Spengler, Jan Malmendier:
  Job Choice Model to Measure Behavior in a Multi-stage Decision Process. 582-589
  
• Winfried Steiner, Christiane Belitz, Stefan Lang:
  Semiparametric Stepwise Regression to Estimate Sales Promotion Effects. 590-597
  

Adaptivity and Personalization

• Michael Hahsler, Kurt Hornik, Thomas Reutterer:
  Implications of Probabilistic Data Modeling for Mining Association Rules. 598-605
  
• Krzysztof Jajuga, Daniel Papla:
  Copula Functions in Model Based Clustering. 606-613
  
• Karen H. L. Tso, Lars Schmidt-Thieme:
  Attribute-aware Collaborative Filtering. 614-621
  

User and Data Authentication in IT Security

• Richard M. Guest, Michael C. Fairhurst, Claus Vielhauer:
  Towards a Flexible Framework for Open Source Software for Handwritten Signature Analysis. 622-629
  
• Nikola Pavesic, Tadej Savic, Slobodan Ribaric:
  Multimodal Biometric Authentication System Based on Hand Features. 630-637
  
• Alessia De Rosa, Roberto Caldelli, Alessandro Piva:
  Labelling and Authentication for Medical Imaging Through Data Hiding. 638-645
  
• Raymond N. J. Veldhuis, Asker M. Bazen, Wim Booij, Anne Hendrikse:
  Hand-geometry Recognition Based on Contour Landmarks. 646-653
  
• Franziska Wolf, T. K. Basu, Pranab K. Dutta, Claus Vielhauer, Andrea Oermann, B. Yegnanarayana:
  A Cross-cultural Evaluation Framework for Behavioral Biometric User Authentication. 654-661
  

Bioinformatics and Biostatistics

• Ivan G. Costa, Alexander Schliep:
  On External Indices for Mixtures: Validating Mixtures of Genes. 662-669
  
• Joachim Krauth:
  Tests for Multiple Change Points in Binary Markov Sequences. 670-677
  
• Alfred Ultsch:
  UnitExpressions: A Rational Normalization Scheme for DNA Microarray Data. 678-683
  

Classification of High-dimensional Biological and Medical Data

• Martin Grüning, Siegfried Kropf:
  A Ridge Classification Method for High-dimensional Observations. 684-691
  
• Ulrich Möller, Dörte Radke:
  Assessing the Trustworthiness of Clustering Solutions Obtained by a Function Optimization Scheme. 692-699
  
• Gero Szepannek, Claus Weihs:
  Variable Selection for Discrimination of More Than Two Classes Where Data are Sparse. 700-707
  

Medical and Health Sciences

• Stefano De Cantis, Anna Taormina:
  The Assessment of Second Primary Cancers (SPCs) in a Series of Splenic Marginal Zone Lymphoma (SMZL) Patients. 708-715
  
• Michael Vogt, Ulrich Moissl, Jochen Schaab:
  Heart Rate Classification Using Support Vector Machines. 716-723
  

Music Analysis

• Fabian Mörchen, Alfred Ultsch, Mario Nöcker, Christian Stamm:
  Visual Mining in Music Collections. 724-731
  
• Daniel Müllensiefen, Christian Hennig:
  Modeling Memory for Melodies. 732-739
  
• Claus Weihs, Uwe Ligges:
  Parameter Optimization in Automatic Transcription of Music. 740-747
  

Data Mining Competition

• Jens Strackeljan, Roland Jonscher, Sigurd Prieur, David Vogel, Thomas Deselaers, Daniel Keysers, Arne Mauser, Ilja Bezrukov, Andre Hegerath:
  GfKl Data Mining Competition 2005: Predicting Liquidity Crises of Companies. 748-758