EAN: 9783319444116

ADVANCED ANALYSIS AND LEARNING ON TEMPORAL DATA...

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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