Advanced Analytics and Learning on Temporal Data

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6th ECML PKDD Workshop, AALTD 2021, Bilbao, Spain, September 13,2021, Revised Selected Papers, Lecture Notes in Computer Science 13114 – Lecture Notes in Artificial Intelligence

ISBN: 3030914445
ISBN 13: 9783030914448
Herausgeber: Vincent Lemaire/Simon Malinowski/Anthony Bagnall et al
Verlag: Springer Verlag GmbH
Umfang: x, 195 S., 11 s/w Illustr., 57 farbige Illustr., 195 p. 68 illus., 57 illus. in color.
Erscheinungsdatum: 01.12.2021
Auflage: 1/2021
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 2968355 Kategorie:

Beschreibung

This book constitutes the refereed proceedings of the 6th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2021, held during September 13-17, 2021. The workshop was planned to take place in Bilbao, Spain, but was held virtually due to the COVID-19 pandemic. The 12 full papers presented in this book were carefully reviewed and selected from 21 submissions. They focus on the following topics: Temporal Data Clustering; Classification of Univariate and Multivariate Time Series; Multivariate Time Series Co-clustering; Efficient Event Detection; Modeling Temporal Dependencies; Advanced Forecasting and Prediction Models; Cluster-based Forecasting; Explanation Methods for Time Series Classification; Multimodal Meta-Learning for Time Series Regression; and Multivariate Time Series Anomaly Detection.    

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E-Mail: juergen.hartmann@springer.com

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