Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part I

  • José Luis Balcázar
  • Francesco Bonchi
  • Aristides Gionis
  • Michèle Sebag
Conference proceedings ECML PKDD 2010

Part of the Lecture Notes in Computer Science book series (LNCS, volume 6321)

Also part of the Lecture Notes in Artificial Intelligence book sub series (LNAI, volume 6321)

Table of contents

  1. Front Matter
    PDF

  2. Invited Talks (Abstracts)

    1. Mining Billion-Node Graphs: Patterns, Generators and Tools
      Christos Faloutsos
      Pages 1-1
      PDF
    2. Structure Is Informative: On Mining Structured Information Networks
      Jiawei Han
      Pages 2-2
      PDF
    3. Intelligent Interaction with the Real World
      Leslie Pack Kaelbling
      Pages 3-3
      PDF
    4. Mining Experimental Data for Dynamical Invariants - From Cognitive Robotics to Computational Biology
      Hod Lipson
      Pages 4-4
      PDF
    5. Hierarchical Learning Machines and Neuroscience of Visual Cortex
      Tomaso Poggio
      Pages 5-5
      PDF
    6. Formal Theory of Fun and Creativity
      Jürgen Schmidhuber
      Pages 6-6
      PDF

  3. Regular Papers

    1. Porting Decision Tree Algorithms to Multicore Using FastFlow
      Marco Aldinucci, Salvatore Ruggieri, Massimo Torquati
      Pages 7-23
      PDF
    2. On Classifying Drifting Concepts in P2P Networks
      Hock Hee Ang, Vivekanand Gopalkrishnan, Wee Keong Ng, Steven Hoi
      Pages 24-39
      PDF
    3. A Unified Approach to Active Dual Supervision for Labeling Features and Examples
      Josh Attenberg, Prem Melville, Foster Provost
      Pages 40-55
      PDF
    4. Vector Field Learning via Spectral Filtering
      Luca Baldassarre, Lorenzo Rosasco, Annalisa Barla, Alessandro Verri
      Pages 56-71
      PDF
    5. Weighted Symbols-Based Edit Distance for String-Structured Image Classification
      Cécile Barat, Christophe Ducottet, Elisa Fromont, Anne-Claire Legrand, Marc Sebban
      Pages 72-86
      PDF
    6. A Concise Representation of Association Rules Using Minimal Predictive Rules
      Iyad Batal, Milos Hauskrecht
      Pages 87-102
      PDF
    7. Euclidean Distances, Soft and Spectral Clustering on Weighted Graphs
      François Bavaud
      Pages 103-118
      PDF
    8. Adaptive Parallel/Serial Sampling Mechanisms for Particle Filtering in Dynamic Bayesian Networks
      Eva Besada-Portas, Sergey M. Plis, Jesus M. de la Cruz, Terran Lane
      Pages 119-134
      PDF
    9. Leveraging Bagging for Evolving Data Streams
      Albert Bifet, Geoff Holmes, Bernhard Pfahringer
      Pages 135-150
      PDF
    10. ITCH: Information-Theoretic Cluster Hierarchies
      Christian Böhm, Frank Fiedler, Annahita Oswald, Claudia Plant, Bianca Wackersreuther, Peter Wackersreuther
      Pages 151-167
      PDF
    11. Coniunge et Impera: Multiple-Graph Mining for Query-Log Analysis
      Ilaria Bordino, Debora Donato, Ricardo Baeza-Yates
      Pages 168-183
      PDF
    12. Process Mining Meets Abstract Interpretation
      J. Carmona, J. Cortadella
      Pages 184-199
      PDF
    13. Smarter Sampling in Model-Based Bayesian Reinforcement Learning
      Pablo Samuel Castro, Doina Precup
      Pages 200-214
      PDF

Other volumes

  1. Machine Learning and Knowledge Discovery in Databases
    European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part I
  2. Machine Learning and Knowledge Discovery in Databases
    European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part II
  3. Machine Learning and Knowledge Discovery in Databases
    European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part III
  4. Privacy and Security Issues in Data Mining and Machine Learning
    International ECML/PKDD Workshop, PSDML 2010, Barcelona, Spain, September 24, 2010. Revised Selected Papers

About these proceedings

Keywords

bio-informatics classification clustering data analysis data mining dimensionality reduction information retrieval knowledge knowledge discovery learning machine learning multi-agent systems semantic web social networks web mining

Editors and affiliations

  • José Luis Balcázar
    • 1
  • Francesco Bonchi
    • 2
  • Aristides Gionis
    • 3
  • Michèle Sebag
    • 4
  1. 1.Departamento de Matemáticas, Estadística y ComputaciónUniversidad de CantabriaSantanderSpain
  2. 2.Yahoo! Research BarcelonaBarcelonaSpain
  3. 3.Yahoo! Research BarcelonaBarcelonaSpain
  4. 4.TAO, CNRS-INRIA-LRI, Université Paris-SudOrsayFrance

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-15880-3
  • Copyright Information Springer-Verlag Berlin Heidelberg 2010
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-15879-7
  • Online ISBN 978-3-642-15880-3
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • About this book