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Advances in Data Mining: Applications and Theoretical Aspects

10th Industrial Conference, ICDM 2010, Berlin, Germany, July 12-14, 2010. Proceedings

  • Conference proceedings
  • © 2010

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Editors:
  1. Petra Perner

    1. Institut für Bildverarbeitung und angewandte Informatik, Leipzig, Deutschland

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 6171)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

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Conference proceedings info: ICDM 2010.

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Table of contents (50 papers)

  1. Front Matter

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  2. Invited Talk

    1. Moving Targets

      • Giorgio Giacinto
      Pages 1-16

    2. Bioinformatics Contributions to Data Mining

      • Isabelle Bichindaritz
      Pages 17-27

  3. Theoretical Aspects of Data Mining

    1. Bootstrap Feature Selection for Ensemble Classifiers

      • Rakkrit Duangsoithong, Terry Windeatt
      Pages 28-41

    2. Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths

      • Faraz Zaidi, Daniel Archambault, Guy Melançon
      Pages 42-56

    3. Finding Irregularly Shaped Clusters Based on Entropy

      • Angel Kuri-Morales, Edwin Aldana-Bobadilla
      Pages 57-70

    4. Fuzzy Conceptual Clustering

      • Petra Perner, Anja Attig
      Pages 71-85

    5. Mining Concept Similarities for Heterogeneous Ontologies

      • Konstantin Todorov, Peter Geibel, Kai-Uwe Kühnberger
      Pages 86-100

    6. Re-mining Positive and Negative Association Mining Results

      • Ayhan Demiriz, Gurdal Ertek, Tankut Atan, Ufuk Kula
      Pages 101-114

    7. Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining

      • Santhana Chaimontree, Katie Atkinson, Frans Coenen
      Pages 115-127

    8. Describing Data with the Support Vector Shell in Distributed Environments

      • Peng Wang, Guojun Mao
      Pages 128-142

    9. Robust Clustering Using Discriminant Analysis

      • Vasudha Bhatnagar, Sangeeta Ahuja
      Pages 143-157

    10. New Approach in Data Stream Association Rule Mining Based on Graph Structure

      • Samad Gahderi Mojaveri, Esmaeil Mirzaeian, Zarrintaj Bornaee, Saeed Ayat
      Pages 158-164

  4. Multimedia Data Mining

    1. Fast Training of Neural Networks for Image Compression

      • Yevgeniy Bodyanskiy, Paul Grimm, Sergey Mashtalir, Vladimir Vinarski
      Pages 165-173

    2. Processing Handwritten Words by Intelligent Use of OCR Results

      • Benjamin Mund, Karl-Heinz Steinke
      Pages 174-185

    3. Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding

      • Martina Dümcke, Hiroki Takahashi
      Pages 186-196

    4. Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data

      • Mohd Hanafi Ahmad Hijazi, Frans Coenen, Yalin Zheng
      Pages 197-209

    5. Entropic Quadtrees and Mining Mars Craters

      • Rosanne Vetro, Dan A. Simovici
      Pages 210-221

    6. Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification

      • Yanbo J. Wang, Fan Li, Frans Coenen, Robert Sanderson, Qin Xin
      Pages 222-236

    7. Multimedia Summarization in Law Courts: A Clustering-Based Environment for Browsing and Consulting Judicial Folders

      • E. Fersini, E. Messina, F. Archetti
      Pages 237-247
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  1. Advances in Data Mining. Applications and Theoretical Aspects

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About this book

These are the proceedings of the tenth event of the Industrial Conference on Data Mining ICDM held in Berlin (www.data-mining-forum.de). For this edition the Program Committee received 175 submissions. After the pe- review process, we accepted 49 high-quality papers for oral presentation that are included in this book. The topics range from theoretical aspects of data mining to app- cations of data mining such as on multimedia data, in marketing, finance and telec- munication, in medicine and agriculture, and in process control, industry and society. Extended versions of selected papers will appear in the international journal Trans- tions on Machine Learning and Data Mining (www.ibai-publishing.org/journal/mldm). Ten papers were selected for poster presentations and are published in the ICDM Poster Proceeding Volume by ibai-publishing (www.ibai-publishing.org). In conjunction with ICDM four workshops were held on special hot applicati- oriented topics in data mining: Data Mining in Marketing DMM, Data Mining in LifeScience DMLS, the Workshop on Case-Based Reasoning for Multimedia Data CBR-MD, and the Workshop on Data Mining in Agriculture DMA. The Workshop on Data Mining in Agriculture ran for the first time this year. All workshop papers will be published in the workshop proceedings by ibai-publishing (www.ibai-publishing.org). Selected papers of CBR-MD will be published in a special issue of the international journal Transactions on Case-Based Reasoning (www.ibai-publishing.org/journal/cbr).

Editors and Affiliations

  • Institut für Bildverarbeitung und angewandte Informatik, Leipzig, Deutschland

    Petra Perner

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