Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II

Editors: Appice, A., Rodrigues, P.P., Santos Costa, V., Gama, J., Jorge, A., Soares, C. (Eds.)

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About this book

The three volume set LNAI 9284, 9285, and 9286 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2015, held in Porto, Portugal, in September 2015. The 131 papers presented in these proceedings were carefully reviewed and selected from a total of 483 submissions. These include 89 research papers, 11 industrial papers, 14 nectar papers, 17 demo papers. They were organized in topical sections named: classification, regression and supervised learning; clustering and unsupervised learning; data preprocessing; data streams and online learning; deep learning; distance and metric learning; large scale learning and big data; matrix and tensor analysis; pattern and sequence mining; preference learning and label ranking; probabilistic, statistical, and graphical approaches; rich data; and social and graphs. Part III is structured in industrial track, nectar track, and demo track.

Table of contents (46 chapters)

Table of contents (46 chapters)
  • BoostMF: Boosted Matrix Factorisation for Collaborative Ranking

    Pages 3-18

    Chowdhury, Nipa (et al.)

  • Convex Factorization Machines

    Pages 19-35

    Blondel, Mathieu (et al.)

  • Generalized Matrix Factorizations as a Unifying Framework for Pattern Set Mining: Complexity Beyond Blocks

    Pages 36-52

    Miettinen, Pauli

  • Scalable Bayesian Non-negative Tensor Factorization for Massive Count Data

    Pages 53-70

    Hu, Changwei (et al.)

  • A Practical Approach to Reduce the Learning Bias Under Covariate Shift

    Pages 71-86

    Tran, Van-Tinh (et al.)

Buy this book

eBook $89.00
price for USA in USD
  • ISBN 978-3-319-23525-7
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $119.99
price for USA in USD
  • ISBN 978-3-319-23524-0
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Knowledge Discovery in Databases
Book Subtitle
European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II
Editors
  • Annalisa Appice
  • Pedro Pereira Rodrigues
  • Vítor Santos Costa
  • João Gama
  • Alípio Jorge
  • Carlos Soares
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
9285
Copyright
2015
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-23525-7
DOI
10.1007/978-3-319-23525-7
Softcover ISBN
978-3-319-23524-0
Edition Number
1
Number of Pages
XLII, 773
Number of Illustrations
198 b/w illustrations
Topics