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Discovery Science

14th International Conference, DS 2011, Espoo, Finland, October 5-7, Proceedings

  • Conference proceedings
  • © 2011

Overview

Editors:
  1. Tapio Elomaa

    1. Department of Software Systems, Tampere University of Technology, Tampere, Finland

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  2. Jaakko Hollmén

    1. Department of Information and Computer Science, Aalto University School of Science, Aalto, Finland

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  3. Heikki Mannila

    1. Helsinki Institute for Information Technology (HIIT), Finland

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 6926)

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

Included in the following conference series:

Conference proceedings info: DS 2011.

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Table of contents (29 papers)

  1. Front Matter

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  2. On the Expressive Power of Deep Architectures

    • Yoshua Bengio, Olivier Delalleau
    Pages 1-1

  3. Learning from Label Preferences

    • Eyke Hüllermeier, Johannes Fürnkranz
    Pages 2-17

  4. Information Distance and Its Extensions

    • Ming Li
    Pages 18-28

  5. Models for Autonomously Motivated Exploration in Reinforcement Learning

    • Peter Auer, Shiau Hong Lim, Chris Watkins
    Pages 29-29

  6. Optimal Estimation

    • Jorma Rissanen
    Pages 30-30

  7. Monotone Instance Ranking with mira

    • Nicola Barile, Ad Feelders
    Pages 31-45

  8. MOA-TweetReader: Real-Time Analysis in Twitter Streaming Data

    • Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer
    Pages 46-60

  9. Application of Semantic Kernels to Literature-Based Gene Function Annotation

    • Mathieu Blondel, Kazuhiro Seki, Kuniaki Uehara
    Pages 61-75

  10. “Tell Me More”: Finding Related Items from User Provided Feedback

    • Jeroen De Knijf, Anthony Liekens, Bart Goethals
    Pages 76-90

  11. MEI: Mutual Enhanced Infinite Generative Model for Simultaneous Community and Topic Detection

    • Dongsheng Duan, Yuhua Li, Ruixuan Li, Zhengding Lu, Aiming Wen
    Pages 91-106

  12. A Methodology for Mining Document-Enriched Heterogeneous Information Networks

    • Miha Grčar, Nada Lavrač
    Pages 107-121

  13. Multiple Hypothesis Testing in Pattern Discovery

    • Sami Hanhijärvi
    Pages 122-134

  14. A Parameter-Free Method for Discovering Generalized Clusters in a Network

    • Hiroshi Hirai, Bin-Hui Chou, Einoshin Suzuki
    Pages 135-149

  15. Detecting Anti-majority Opinionists Using Value-Weighted Mixture Voter Model

    • Masahiro Kimura, Kazumi Saito, Kouzou Ohara, Hiroshi Motoda
    Pages 150-164

  16. Using Ontologies in Semantic Data Mining with SEGS and g-SEGS

    • Nada Lavrač, Anže Vavpetič, Larisa Soldatova, Igor Trajkovski, Petra Kralj Novak
    Pages 165-178

  17. Mining Classification Rules without Support: an Anti-monotone Property of Jaccard Measure

    • Yannick Le Bras, Philippe Lenca, Stéphane Lallich
    Pages 179-193

  18. Bootstrapping Parameter Estimation in Dynamic Systems

    • Huma Lodhi, David Gilbert
    Pages 194-208

  19. Network Effects on Tweeting

    • Jake T. Lussier, Nitesh V. Chawla
    Pages 209-220

  20. Context-Aware Personal Route Recognition

    • Oleksiy Mazhelis, Indrė Žliobaitė, Mykola Pechenizkiy
    Pages 221-235
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About this book

This book constitutes the refereed proceedings of the 14th International Conference on Discovery Science, DS 2011, held in Espoo, Finland, in October 2011 - co-located with ALT 2011, the 22nd International Conference on Algorithmic Learning Theory. The 24 revised full papers presented together with 5 invited lectures were carefully revised and selected from 56 submissions. The papers cover a wide range including the development and analysis of methods for automatic scientific knowledge discovery, machine learning, intelligent data analysis, theory of learning, as well as their application to knowledge discovery.

Editors and Affiliations

  • Department of Software Systems, Tampere University of Technology, Tampere, Finland

    Tapio Elomaa

  • Department of Information and Computer Science, Aalto University School of Science, Aalto, Finland

    Jaakko Hollmén

  • Helsinki Institute for Information Technology (HIIT), Finland

    Heikki Mannila

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