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Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part II

Editors: Ceci, M., Hollmén, J., Todorovski, L., Vens, C., Džeroski, S. (Eds.)

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  • ISBN 978-3-319-71246-8
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About this book

The three volume proceedings LNAI 10534 – 10536 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2017, held in Skopje, Macedonia, in September 2017. 

The total of 101 regular papers presented in part I and part II was carefully reviewed and selected from 364 submissions; there are 47 papers in the applied data science, nectar and demo track. 

The contributions were organized in topical sections named as follows:
Part I: anomaly detection; computer vision; ensembles and meta learning; feature selection and extraction; kernel methods; learning and optimization, matrix and tensor factorization; networks and graphs; neural networks and deep learning.
Part II: pattern and sequence mining; privacy and security; probabilistic models and methods; recommendation; regression; reinforcement learning; subgroup discovery; time series and streams; transfer and multi-task learning; unsupervised and semisupervised learning.
Part III: applied data science track; nectar track; and demo track.

Table of contents (51 chapters)

Table of contents (51 chapters)
  • BeatLex: Summarizing and Forecasting Time Series with Patterns

    Pages 3-19

    Hooi, Bryan (et al.)

  • Behavioral Constraint Template-Based Sequence Classification

    Pages 20-36

    Smedt, Johannes (et al.)

  • Efficient Sequence Regression by Learning Linear Models in All-Subsequence Space

    Pages 37-52

    Gsponer, Severin (et al.)

  • Subjectively Interesting Connecting Trees

    Pages 53-69

    Adriaens, Florian (et al.)

  • Malware Detection by Analysing Encrypted Network Traffic with Neural Networks

    Pages 73-88

    Prasse, Paul (et al.)

Buy this book

eBook $89.00
price for USA in USD
  • ISBN 978-3-319-71246-8
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $119.99
price for USA in USD
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Knowledge Discovery in Databases
Book Subtitle
European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part II
Editors
  • Michelangelo Ceci
  • Jaakko Hollmén
  • Ljupčo Todorovski
  • Celine Vens
  • Sašo Džeroski
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
10535
Copyright
2017
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG
eBook ISBN
978-3-319-71246-8
DOI
10.1007/978-3-319-71246-8
Softcover ISBN
978-3-319-71245-1
Edition Number
1
Number of Pages
XXXIII, 866
Number of Illustrations
213 b/w illustrations
Topics