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 I

Editors: Appice, A., Rodrigues, P.P., Santos Costa, V., Soares, C., Gama, J., Jorge, A. (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, and 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 (42 chapters)

  • Data Split Strategiesfor Evolving Predictive Models

    Raykar, Vikas C. (et al.)

    Pages 3-19

  • Discriminative Interpolation for Classification of Functional Data

    Haber, Rana (et al.)

    Pages 20-36

  • Fast Label Embeddings via Randomized Linear Algebra

    Mineiro, Paul (et al.)

    Pages 37-51

  • Maximum Entropy Linear Manifold for Learning Discriminative Low-Dimensional Representation

    Czarnecki, Wojciech Marian (et al.)

    Pages 52-67

  • Novel Decompositions of Proper Scoring Rules for Classification: Score Adjustment as Precursor to Calibration

    Kull, Meelis (et al.)

    Pages 68-85

Buy this book

eBook $84.99
price for USA in USD (gross)
  • ISBN 978-3-319-23528-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $109.99
price for USA in USD
  • ISBN 978-3-319-23527-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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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 I
Editors
  • Annalisa Appice
  • Pedro Pereira Rodrigues
  • Vítor Santos Costa
  • Carlos Soares
  • João Gama
  • Alípio Jorge
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
9284
Copyright
2015
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-23528-8
DOI
10.1007/978-3-319-23528-8
Softcover ISBN
978-3-319-23527-1
Edition Number
1
Number of Pages
LVIII, 709
Number of Illustrations
160 b/w illustrations
Topics