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Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part II

Editors: Flach, Peter A., De Bie, Tijl, Cristianini, Nello (Eds.)

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eBook $109.00
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  • ISBN 978-3-642-33486-3
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About this book

This two-volume set LNAI 7523 and LNAI 7524 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2012, held in Bristol, UK, in September 2012. The 105 revised research papers presented together with 5 invited talks were carefully reviewed and selected from 443 submissions. The final sections of the proceedings are devoted to Demo and Nectar papers. The Demo track includes 10 papers (from 19 submissions) and the Nectar track includes 4 papers (from 14 submissions). The papers grouped in topical sections on association rules and frequent patterns; Bayesian learning and graphical models; classification; dimensionality reduction, feature selection and extraction; distance-based methods and kernels; ensemble methods; graph and tree mining; large-scale, distributed and parallel mining and learning; multi-relational mining and learning; multi-task learning; natural language processing; online learning and data streams; privacy and security; rankings and recommendations; reinforcement learning and planning; rule mining and subgroup discovery; semi-supervised and transductive learning; sensor data; sequence and string mining; social network mining; spatial and geographical data mining; statistical methods and evaluation; time series and temporal data mining; and transfer learning.

Table of contents (64 chapters)

  • AUDIO: An Integrity $\underline{Audi}$ ting Framework of $\underline{O}$ utlier-Mining-as-a-Service Systems

    Liu, Ruilin (et al.)

    Pages 1-18

  • Differentially Private Projected Histograms: Construction and Use for Prediction

    Vinterbo, Staal A.

    Pages 19-34

  • Fairness-Aware Classifier with Prejudice Remover Regularizer

    Kamishima, Toshihiro (et al.)

    Pages 35-50

  • A Live Comparison of Methods for Personalized Article Recommendation at Forbes.com

    Kirshenbaum, Evan (et al.)

    Pages 51-66

  • Fast ALS-Based Tensor Factorization for Context-Aware Recommendation from Implicit Feedback

    Hidasi, Balázs (et al.)

    Pages 67-82

Buy this book

eBook $109.00
price for USA (gross)
  • ISBN 978-3-642-33486-3
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $143.00
price for USA
  • ISBN 978-3-642-33485-6
  • 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 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part II
Editors
  • Peter A. Flach
  • Tijl De Bie
  • Nello Cristianini
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
7524
Copyright
2012
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-33486-3
DOI
10.1007/978-3-642-33486-3
Softcover ISBN
978-3-642-33485-6
Edition Number
1
Number of Pages
XXVI, 867
Number of Illustrations and Tables
245 b/w illustrations
Topics