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From Data and Information Analysis to Knowledge Engineering

Proceedings of the 29th Annual Conference of the Gesellschaft für Klassifikation e.V., University of Magdeburg, March 9-11, 2005

  • Conference proceedings
  • © 2006

Overview

Editors:
  1. Myra Spiliopoulou

    1. Institut für Technische und Betriebliche Informationssysteme, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany

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  2. Rudolf Kruse

    1. Institut für Wissens- und Sprachverarbeitung, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany

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  3. Christian Borgelt

    1. Institut für Wissens- und Sprachverarbeitung, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany

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  4. Andreas Nürnberger

    1. Institut für Wissens- und Sprachverarbeitung, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany

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  5. Wolfgang Gaul

    1. Institut für Entscheidungstheorie und Unternehmensforschung, Universität Karlsruhe (TH), Karlsruhe

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Table of contents (92 papers)

  1. Classification with Latent Variable Models

    1. Identifying Multiple Cluster Structures Through Latent Class Models

      • Giuliano Galimberti, Gabriele Soffritti
      Pages 174-181

    2. Gene Selection in Classification Problems via Projections onto a Latent Space

      • Marilena Pillati, Cinzia Viroli
      Pages 182-189

  2. Multiway Classification and Data Analysis

    1. The Recovery Performance of Two-mode Clustering Methods: Monte Carlo Experiment

      • Sabine Krolak-Schwerdt, Michael Wiedenbeck
      Pages 190-197

    2. On the Comparability of Relialibility Measures: Bifurcation Analysis of Two Measures in the Case of Dichotomous Ratings

      • Thomas Ostermann, Reinhard Schuster
      Pages 198-205

  3. Ranking, Multi-label Classification, Preferences

    1. On Active Learning in Multi-label Classification

      • Klaus Brinker
      Pages 206-213

    2. From Ranking to Classification: A Statistical View

      • Stéphan Clémençon, Gábor Lugosi, Nicolas Vayatis
      Pages 214-221

  4. PLS Path Modeling, PLS Regression and Classification

    1. Assessing Unidimensionality within PLS Path Modeling Framework

      • Karin Sahmer, Mohamed Hanafi, Mostafa El Qannari
      Pages 222-229

    2. The Partial Robust M-approach

      • Sven Serneels, Christophe Croux, Peter Filzmoser, Pierre J. Van Espen
      Pages 230-237

    3. Classification in PLS Path Models and Local Model Optimisation

      • Silvia Squillacciotti
      Pages 238-245

  5. Robust Methods in Multivariate Statistics

    1. Hierarchical Clustering by Means of Model Grouping

      • Claudio Agostinelli, Paolo Pellizzari
      Pages 246-253

    2. Deepest Points and Least Deep Points: Robustness and Outliers with MZE

      • Claudia Becker, Sebastian Paris Scholz
      Pages 254-261

    3. Robust Transformations and Outlier Detection with Autocorrelated Data

      • Andrea Cerioli, Marco Riani
      Pages 262-269

    4. Robust Multivariate Methods: The Projection Pursuit Approach

      • Peter Filzmoser, Sven Serneels, Christophe Croux, Pierre J. Van Espen
      Pages 270-277

    5. Finding Persisting States for Knowledge Discovery in Time Series

      • Fabian Mörchen, Alfred Ultsch
      Pages 278-285

  6. Data Mining and Explorative Multivariate Data Analysis

    1. Restricted Co-inertia Analysis

      • Pietro Amenta, Enrico Ciavolino
      Pages 286-293

    2. Hausman Principal Component Analysis

      • Vartan Choulakian, Luigi Dambra, Biagio Simonetti
      Pages 294-301

    3. Nonlinear Time Series Modelling: Monitoring a Drilling Process

      • Amor Messaoud, Claus Weihs, Franz Hering
      Pages 302-309

  7. Text Mining

    1. Word Length and Frequency Distributions in Different Text Genres

      • Gordana Antić, Ernst Stadlober, Peter Grzybek, Emmerich Kelih
      Pages 310-317

    2. Bootstrapping an Unsupervised Morphemic Analysis

      • Christoph Benden
      Pages 318-325

    3. Automatic Extension of Feature-based Semantic Lexicons via Contextual Attributes

      • Chris Biemann, Rainer Osswald
      Pages 326-333
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Keywords

Editors and Affiliations

  • Institut für Technische und Betriebliche Informationssysteme, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany

    Myra Spiliopoulou

  • Institut für Wissens- und Sprachverarbeitung, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany

    Rudolf Kruse, Christian Borgelt, Andreas Nürnberger

  • Institut für Entscheidungstheorie und Unternehmensforschung, Universität Karlsruhe (TH), Karlsruhe

    Wolfgang Gaul

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