Lecture Notes in Artificial Intelligence

Advanced Analysis and Learning on Temporal Data

First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers

Editors: Douzal-Chouakria, Ahlame, Vilar, José A., Marteau, Pierre-François (Eds.)

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  • ISBN 978-3-319-44412-3
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About this book

This book constitutes the refereed proceedings of the First ECML PKDD Workshop, AALTD 2015, held in Porto, Portugal, in September 2016. 
The 11 full papers presented were carefully reviewed and selected from 22 submissions. The first part focuses on learning new representations and embeddings for time series classification, clustering or for dimensionality reduction. The second part presents approaches on classification and clustering with challenging applications on medicine or earth observation data. These works show different ways to consider temporal dependency in clustering or classification processes. The last part of the book is dedicated to metric learning and time series comparison, it addresses the problem of speeding-up the dynamic time warping or dealing with multi-modal and multi-scale metric learning for time series classification and clustering.

 

Table of contents (11 chapters)

  • Symbolic Representation of Time Series: A Hierarchical Coclustering Formalization

    Bondu, Alexis (et al.)

    Pages 3-16

  • Dense Bag-of-Temporal-SIFT-Words for Time Series Classification

    Bailly, Adeline (et al.)

    Pages 17-30

  • Dimension Reduction in Dissimilarity Spaces for Time Series Classification

    Jain, Brijnesh (et al.)

    Pages 31-46

  • Fuzzy Clustering of Series Using Quantile Autocovariances

    Lafuente-Rego, Borja (et al.)

    Pages 49-64

  • A Reservoir Computing Approach for Balance Assessment

    Gallicchio, Claudio (et al.)

    Pages 65-77

Buy this book

eBook $44.99
price for USA (gross)
  • ISBN 978-3-319-44412-3
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $60.00
price for USA
  • ISBN 978-3-319-44411-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Advanced Analysis and Learning on Temporal Data
Book Subtitle
First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers
Editors
  • Ahlame Douzal-Chouakria
  • José A. Vilar
  • Pierre-François Marteau
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
9785
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
The Editor(s) (if applicable) and The Author(s) 2018
eBook ISBN
978-3-319-44412-3
DOI
10.1007/978-3-319-44412-3
Softcover ISBN
978-3-319-44411-6
Edition Number
1
Number of Pages
X, 173
Number of Illustrations and Tables
64 b/w illustrations
Topics