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| Table of contents I. Classification 1. Distance-Based Kernels for Real-Valued Data Lluís Belanche, Jean Luis Vázquez, Miguel Vázquez 2. Fast Support Vector Machine Classification of Very Large Datasets Janis Fehr, Karina Zapién Arreola, Hans Burkhardt 3. Fusion of Multiple Statistical Classifiers Eugeniusz Gatnar 4. Calibrating Margin-Based Classifier Scores into Polychotomous Probabilities Martin Gebel, Claus Weihs 5. Classification with Invariant Distance Substitution Kernels Bernard Haasdonk, Hans Burkhardt 6. Applying the Kohonen Self-Organizing Map Networks to Select Variables Kamila Migdal Najman, Krzysztof Najman 7. Computer Assisted Classification of Brain Tumors Norbert Röhrl, José R. Iglesias-Rozas, Galia Weidl 8. Model Selection in Mixture Regression Analysis–A Monte Carlo Simulation Study Marko Sarstedt, Manfred Schwaiger 9. Comparison of Local Classification Methods Julia Schiffner, Claus Weihs 10. Incorporating Domain Specific Information into Gaia Source Classification Kester W. Smith, Carola Tiede, Coryn A. L. Bailer-Jones 11. Identification of Noisy Variables for Nonmetric and Symbolic Data in Cluster Analysis Marek Walesiak, Andrzej Dudek II. Clustering 12. Families of Dendrograms Patrick Erik Bradley 13. Mixture Models in Forward Search Methods for Outlier Detection Daniela G. Calò 14. On Multiple Imputation Through Finite Gaussian Mixture Models Marco Zio, Ugo Guarnera 15. Mixture Model Based Group Inference in Fused Genotype and Phenotype Data Benjamin Georgi, M. Anne Spence, Pamela Flodman, Alexander Schliep 16. The Noise Component in Model-based Cluster Analysis Christian Hennig, Pietro Coretto 17. An Artificial Life Approach for Semi-supervised Learning Lutz Herrmann, Alfred Ultsch 18. Hard and Soft Euclidean Consensus Partitions Kurt Hornik, Walter Böhm 19. Rationale Models for Conceptual Modeling Sina Lehrmann, Werner Esswein 20. Measures of Dispersion and Cluster-Trees for Categorical Data Ulrich Müller-Funk 21. Information Integration of Partially Labeled Data Steffen Rendle, Lars Schmidt-Thieme III. Multidimensional Data Analysis 22. Data Mining of an On-line Survey – A Market Research Application Karmele Fernández-Aguirre, María I. Landaluce, Ana Martín, Juan I. Modroño 23. Nonlinear Constrained Principal Component Analysis in the Quality Control Framework Michele Gallo, Luigi D’Ambra 24. Non Parametric Control Chart by Multivariate Additive Partial Least Squares via Spline Rosaria Lombardo, Amalia Vanacore, Jean-FrancÇois Durand 25. Simple Non Symmetrical Correspondence Analysis Antonello D’Ambra, Pietro Amenta, Valentin Rousson 26. Factorial Analysis of a Set of Contingency Tables Amaya Zárraga, Beatriz Goitisolo IV. Analysis of Complex Data 27. Graph Mining: Repository vs. Canonical Form Christian Borgelt, Mathias Fiedler 28. Classification and Retrieval of Ancient Watermarks Gerd Brunner, Hans Burkhardt 29. Segmentation and Classification of Hyper-Spectral Skin Data Hannes Kazianka, Raimund Leitner, Jürgen Pilz 30. FSMTree: An Efficient Algorithm for Mining Frequent Temporal Patterns Steffen Kempe, Jochen Hipp, Rudolf Kruse 31. A Matlab Toolbox for Music Information Retrieval Olivier Lartillot, Petri Toiviainen, Tuomas Eerola 32. A Probabilistic Relational Model for Characterizing Situations in Dynamic Multi-Agent Systems Daniel Meyer-Delius, Christian Plagemann, Georg Wichert, Wendelin Feiten, Gisbert Lawitzky, Wolfram Burgard 33. Applying the Robin Nunkesser, Karen Schettlinger, Roland Fried 34. A Comparative Study on Polyphonic Musical Time Series Using MCMC Methods Katrin Sommer, Claus Weihs 35. Collective Classification for Labeling of Places and Objects in 2D and 3D Range Data Rudolph Triebel, Óscar Martínez Mozos, Wolfram Burgard 36. Lag or Error? — Detecting the Nature of Spatial Correlation Mario Larch, Janette Walde V. Exploratory Data Analysis and Tools for Data Analysis 37. Urban Data Mining Using Emergent SOM Martin Behnisch, Alfred Ultsch 38. KNIME: The Konstanz Information Miner Michael R. Berthold, Nicolas Cebron, Fabian Dill, Thomas R. Gabriel, Tobias Kötter, Thorsten Meinl, Peter Ohl, Christoph Sieb, Kilian Thiel, Bernd Wiswedel 39. A Pattern Based Data Mining Approach Boris Delibašic, Kathrin Kirchner, Johannes Ruhland 40. A Framework for Statistical Entity Identification in R Michaela Denk 41. Combining Several SOM Approaches in Data Mining: Application to ADSL Customer Behaviours Analysis Francoise Fessant, Vincent Lemaire, Fabrice Clérot 42. On the Analysis of Irregular Stock Market Trading Behavior Markus Franke, Bettina Hoser, Jan Schröder 43. A Procedure to Estimate Relations in a Balanced Scorecard Veit Köppen, Henner Graubitz, Hans-K. Arndt, Hans-J. Lenz 44. The Application of Taxonomies in the Context of Configurative Reference Modelling Ralf Knackstedt, Armin Stein 45. Two-Dimensional Centrality of a Social Network Akinori Okada 46. Benchmarking Open-Source Tree Learners in R/RWeka Michael Schauerhuber, Achim Zeileis, David Meyer, Kurt Hornik 47. From Spelling Correction to Text Cleaning – Using Context Information Martin Schierle, Sascha Schulz, Markus Ackermann 48. Root Cause Analysis for Quality Management Christian Manuel Strobel, Tomas Hrycej 49. Finding New Technological Ideas and Inventions with Text Mining and Technique Philosophy Dirk Thorleuchter 50. Investigating Classifier Learning Behavior with Experiment Databases Joaquin Vanschoren, Hendrik Blockeel VI. Marketing and Management Science 51. Conjoint Analysis for Complex Services Using Clusterwise Hierarchical Bayes Procedures Michael Brusch, Daniel Baier 52. Building an Association Rules Framework for Target Marketing Nicolas March, Thomas Reutterer 53. AHP versus ACA – An Empirical Comparison Martin Meißner, Sören W. Scholz, Reinhold Decker 54. On the Properties of the Rank Based Multivariate Exponentially Weighted Moving Average Control Charts Amor Messaoud, Claus Weihs 55. Are Critical Incidents Really Critical for a Customer Relationship? A MIMIC Approach Marcel Paulssen, Angela Sommerfeld 56. Heterogeneity in the Satisfaction-Retention Relationship – A Finite-mixture Approach Dorian Quint, Marcel Paulssen 57. An Early-Warning System to Support Activities in the Management of Customer Equity and How to Obtain the Most from Spatial Customer Equity Potentials Klaus Thiel, Daniel Probst 58. Classifying Contemporary Marketing Practices Ralf Wagner VII. Banking and Finance 59. Predicting Stock Returns with Bayesian Vector Autoregressive Models Wolfgang Bessler, Peter Lückoff 60. The Evaluation of Venture-Backed IPOs – Certification Model versus Adverse Selection Model, Which Does Fit Better? Francesco Gangi, Rosaria Lombardo 61. Using Multiple SVM Models for Unbalanced Credit Scoring Data Sets Klaus B. Schebesch, Ralf Stecking VIII. Business Intelligence 62. Comparison of Recommender System Algorithms Focusing on the New-item and User-bias Problem Stefan Hauger, Karen H. L. Tso, Lars Schmidt-Thieme 63. Collaborative Tag Recommendations Leandro Balby Marinho, Lars Schmidt-Thieme 64. Applying Small Sample Test Statistics for Behavior-based Recommendations Andreas W. Neumann, Andreas Geyer-Schulz IX. Text Mining, Web Mining, and the Semantic Web 65. Classifying Number Expressions in German Corpora Irene Cramer, Stefan Schacht, Andreas Merkel 66. Non-Profit Web Portals — Usage Based Benchmarking for Success Evaluation Daniel Delic, Hans-J. Lenz 67. Text Mining of Supreme Administrative Court Jurisdictions Ingo Feinerer, Kurt Hornik 68. Supporting Web-based Address Extraction with Unsupervised Tagging Berenike Loos, Chris Biemann 69. A Two-Stage Approach for Context-Dependent Hypernym Extraction Berenike Loos, Mario DiMarzo 70. Analysis of Dwell Times in Web Usage Mining Patrick Mair, Marcus Hudec 71. New Issues in Near-duplicate Detection Martin Potthast, Benno Stein 72. Comparing the University of South Florida Homograph Norms with Empirical Corpus Data Reinhard Rapp 73. Content-based Dimensionality Reduction for Recommender Systems Panagiotis Symeonidis X. Linguistics 74. The Distribution of Data in Word Lists and its Impact on the Subgrouping of Languages Hans J. Holm 75. Quantitative Text Analysis Using L-, F- and T-Segments Reinhard Köhler, Sven Naumann 76. Projecting Dialect Distances to Geography: Bootstrap Clustering vs. Noisy Clustering John Nerbonne, Peter Kleiweg, Wilbert Heeringa, Franz Manni 77. Structural Differentiae of Text Types – A Quantitative Model Olga Pustylnikov, Alexander Mehler XI. Data Analysis in Humanities 78. Scenario Evaluation Using Two-mode Clustering Approaches in Higher Education Matthias J. Kaiser, Daniel Baier 79. Visualization and Clustering of Tagged Music Data Pascal Lehwark, Sebastian Risi, Alfred Ultsch 80. Effects of Data Transformation on Cluster Analysis of Archaeometric Data Hans-Joachim Mucha, Hans-Georg Bartel, Jens Dolata 81. Fuzzy PLS Path Modeling: A New Tool For Handling Sensory Data Francesco Palumbo, Rosaria Romano, Vincenzo Esposito Vinzi 82. Automatic Analysis of Dewey Decimal Classification Notations Ulrike Reiner 83. A New Interval Data Distance Based on the Wasserstein Metric Rosanna Verde, Antonio Irpino DRM-restrictions Printing: not available Clipboard copying: not available | ||||||||||||||||||
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