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Lecture Notes in Artificial Intelligence

Advanced Analytics and Learning on Temporal Data

4th ECML PKDD Workshop, AALTD 2019, Würzburg, Germany, September 20, 2019, Revised Selected Papers

Editors: Lemaire, V., Malinowski, S., Bagnall, A., Bondu, A., Guyet, Th., Tavenard, R. (Eds.)

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  • ISBN 978-3-030-39098-3
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About this book

This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Würzburg, Germany, in September 2019.
The 7 full papers presented together with 9 poster papers were carefully reviewed and selected from 31 submissions. The papers cover topics such as temporal data clustering; classification of univariate and multivariate time series; early classification of temporal data; deep learning and learning representations for temporal data; modeling temporal dependencies; advanced forecasting and prediction models; space-temporal statistical analysis; functional data analysis methods; temporal data streams; interpretable time-series analysis methods; dimensionality reduction, sparsity, algorithmic complexity and big data challenge; and bio-informatics, medical, energy consumption, on temporal data.

 

Table of contents (16 chapters)

Table of contents (16 chapters)
  • Robust Functional Regression for Outlier Detection

    Pages 3-13

    Hullait, Harjit (et al.)

  • Transform Learning Based Function Approximation for Regression and Forecasting

    Pages 14-25

    Kumar, Kriti (et al.)

  • Proactive Fiber Break Detection Based on Quaternion Time Series and Automatic Variable Selection from Relational Data

    Pages 26-42

    Lemaire, Vincent (et al.)

  • A Fully Automated Periodicity Detection in Time Series

    Pages 43-54

    Puech, Tom (et al.)

  • Conditional Forecasting of Water Level Time Series with RNNs

    Pages 55-71

    Lugt, Bart J. (et al.)

Buy this book

eBook $54.99
price for USA in USD (gross)
  • ISBN 978-3-030-39098-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $69.99
price for USA in USD
  • ISBN 978-3-030-39097-6
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Advanced Analytics and Learning on Temporal Data
Book Subtitle
4th ECML PKDD Workshop, AALTD 2019, Würzburg, Germany, September 20, 2019, Revised Selected Papers
Editors
  • Vincent Lemaire
  • Simon Malinowski
  • Anthony Bagnall
  • Alexis Bondu
  • Thomas Guyet
  • Romain Tavenard
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
11986
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-39098-3
DOI
10.1007/978-3-030-39098-3
Softcover ISBN
978-3-030-39097-6
Edition Number
1
Number of Pages
X, 229
Number of Illustrations
19 b/w illustrations, 90 illustrations in colour
Topics

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