Communications in Computer and Information Science

ECML PKDD 2018 Workshops

DMLE 2018 and IoTStream 2018, Dublin, Ireland, September 10-14, 2018, Revised Selected Papers

Editors: Monreale, A., Alzate, C., Kamp, M., Krishnamurthy, Y., Paurat, D., Sayed-Mouchaweh, M., Bifet, A., Gama, J., Ribeiro, R.P. (Eds.)

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  • ISBN 978-3-030-14880-5
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About this book

This book constitutes revised selected papers from the workshops DMLE and IoTStream, held at the 18thEuropean Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2018, in Dublin, Ireland, in September 2018. 
The 8 full papers presented in this volume were carefully reviewed and selected from a total of 12 submissions.

The workshops included are:

DMLE 2018: First Workshop on Decentralized Machine Learning at the Edge

IoTStream 2018: 3rd Workshop on IoT Large Scale Machine Learning from Data Streams


Table of contents (10 chapters)

Table of contents (10 chapters)
  • Sparsity in Deep Neural Networks - An Empirical Investigation with TensorQuant

    Loroch, Dominik Marek (et al.)

    Pages 5-20

  • Asynchronous Federated Learning for Geospatial Applications

    Sprague, Michael R. (et al.)

    Pages 21-28

  • Generalizing Knowledge in Decentralized Rule-Based Models

    Strecht, Pedro (et al.)

    Pages 29-36

  • Introducing Noise in Decentralized Training of Neural Networks

    Adilova, Linara (et al.)

    Pages 37-48

  • Query Log Analysis: Detecting Anomalies in DNS Traffic at a TLD Resolver

    Robberechts, Pieter (et al.)

    Pages 55-67

Buy this book

eBook $59.99
price for USA in USD (gross)
  • ISBN 978-3-030-14880-5
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $74.99
price for USA in USD
  • ISBN 978-3-030-14879-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
ECML PKDD 2018 Workshops
Book Subtitle
DMLE 2018 and IoTStream 2018, Dublin, Ireland, September 10-14, 2018, Revised Selected Papers
Editors
  • Anna Monreale
  • Carlos Alzate
  • Michael Kamp
  • Yamuna Krishnamurthy
  • Daniel Paurat
  • Moamar Sayed-Mouchaweh
  • Albert Bifet
  • Joao Gama
  • Rita P Ribeiro
Series Title
Communications in Computer and Information Science
Series Volume
967
Copyright
2019
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-14880-5
DOI
10.1007/978-3-030-14880-5
Softcover ISBN
978-3-030-14879-9
Series ISSN
1865-0929
Edition Number
1
Number of Pages
IX, 127
Number of Illustrations
16 b/w illustrations, 27 illustrations in colour
Topics