Machine Learning and Knowledge Discovery in Databases

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

ISBN: 978-3-642-15882-7 (Print) 978-3-642-15883-4 (Online)

Table of contents (32 chapters)

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  1. Front Matter

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  2. Regular Papers

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      Pages 1-18

      Bayesian Knowledge Corroboration with Logical Rules and User Feedback

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      Pages 19-34

      Learning an Affine Transformation for Non-linear Dimensionality Reduction

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      Pages 35-50

      NDPMine: Efficiently Mining Discriminative Numerical Features for Pattern-Based Classification

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      Pages 51-65

      Hidden Conditional Ordinal Random Fields for Sequence Classification

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      Pages 66-81

      A Unifying View of Multiple Kernel Learning

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      Pages 82-96

      Evolutionary Dynamics of Regret Minimization

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      Pages 97-110

      Recognition of Instrument Timbres in Real Polytimbral Audio Recordings

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      Pages 111-127

      Finding Critical Nodes for Inhibiting Diffusion of Complex Contagions in Social Networks

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      Pages 128-144

      Semi-supervised Abstraction-Augmented String Kernel for Multi-level Bio-Relation Extraction

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      Pages 145-161

      Online Knowledge-Based Support Vector Machines

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      Pages 162-177

      Learning with Randomized Majority Votes

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      Pages 178-194

      Exploration in Relational Worlds

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      Pages 195-210

      Efficient Confident Search in Large Review Corpora

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      Pages 211-226

      Learning to Tag from Open Vocabulary Labels

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      Pages 227-242

      A Robustness Measure of Association Rules

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      Pages 243-258

      Automatic Model Adaptation for Complex Structured Domains

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      Pages 259-273

      Collective Traffic Forecasting

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      Pages 274-290

      On Detecting Clustered Anomalies Using SCiForest

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      Pages 291-304

      Constrained Parameter Estimation for Semi-supervised Learning: The Case of the Nearest Mean Classifier

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      Pages 305-320

      Online Learning in Adversarial Lipschitz Environments

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