Description: 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.
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EAN: 9783319444116
UPC: 9783319444116
ISBN: 9783319444116
MPN: N/A
Book Title: Advanced Analysis and Learning on Temporal Data: F
Item Length: 23.4 cm
Item Height: 235 mm
Item Width: 155 mm
Author: Pierre-Francois Marteau, Jose A. Vilar, Ahlame Douzal-Chouakria
Publication Name: Advanced Analysis and Learning on Temporal Data: First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers
Format: Paperback
Language: English
Publisher: Springer International Publishing Ag
Subject: Computer Science
Publication Year: 2016
Type: Textbook
Item Weight: 2876 g
Number of Pages: 173 Pages
