Overview
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 3720)
Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)
Included in the following conference series:
Conference proceedings info: ECML 2005.
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About this book
The European Conference on Machine Learning (ECML) and the European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) were jointly organized this year for the ?fth time in a row, after some years of mutual independence before. After Freiburg (2001), Helsinki (2002), Cavtat (2003) and Pisa (2004), Porto received the 16th edition of ECML and the 9th PKDD in October 3–7. Having the two conferences together seems to be working well: 585 di?erent paper submissions were received for both events, which maintains the high s- mission standard of last year. Of these, 335 were submitted to ECML only, 220 to PKDD only and 30 to both. Such a high volume of scienti?c work required a tremendous e?ort from Area Chairs, Program Committee members and some additional reviewers. On average, PC members had 10 papers to evaluate, and Area Chairs had 25 papers to decide upon. We managed to have 3 highly qua- ?edindependentreviewsperpaper(withveryfewexceptions)andoneadditional overall input from one of the Area Chairs. After the authors’ responses and the online discussions for many of the papers, we arrived at the ?nal selection of 40 regular papers for ECML and 35 for PKDD. Besides these, 32 others were accepted as short papers for ECML and 35 for PKDD. This represents a joint acceptance rate of around 13% for regular papers and 25% overall. We thank all involved for all the e?ort with reviewing and selection of papers. Besidesthecoretechnicalprogram,ECMLandPKDDhad6invitedspeakers, 10 workshops, 8 tutorials and a Knowledge Discovery Challenge.
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Keywords
- Bayesian network
- Boosting
- Hidden Markov Model
- Markov decision process
- Support Vector Machine
- algorithmic learning
- association rule mining
- case-based learning
- classifier systems
- inductive inference
- k-Means
- knowledge discovery
- machine learning
- reinforcement learning
- statistical learning
- algorithm analysis and problem complexity
Table of contents (78 papers)
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Front Matter
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Invited Talks
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Long Papers
Editors and Affiliations
Bibliographic Information
Book Title: Machine Learning: ECML 2005
Book Subtitle: 16th European Conference on Machine Learning, Porto, Portugal, October 3-7, 2005, Proceedings
Editors: João Gama, Rui Camacho, Pavel B. Brazdil, Alípio Mário Jorge, Luís Torgo
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/11564096
Publisher: Springer Berlin, Heidelberg
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer-Verlag Berlin Heidelberg 2005
Softcover ISBN: 978-3-540-29243-2Published: 22 September 2005
eBook ISBN: 978-3-540-31692-3Published: 15 November 2005
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XXIII, 769
Topics: Artificial Intelligence, Algorithm Analysis and Problem Complexity, Mathematical Logic and Formal Languages, Database Management