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Advanced Analysis and Learning on Temporal Data [[electronic resource] ] : First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers / / edited by Ahlame Douzal-Chouakria, José A. Vilar, Pierre-François Marteau



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Titolo: Advanced Analysis and Learning on Temporal Data [[electronic resource] ] : First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers / / edited by Ahlame Douzal-Chouakria, José A. Vilar, Pierre-François Marteau Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016
Edizione: 1st ed. 2016.
Descrizione fisica: 1 online resource (X, 173 p. 64 illus.)
Disciplina: 006.31
Soggetto topico: Artificial intelligence
Database management
Application software
Information storage and retrieval
Algorithms
Artificial Intelligence
Database Management
Information Systems Applications (incl. Internet)
Information Storage and Retrieval
Algorithm Analysis and Problem Complexity
Persona (resp. second.): Douzal-ChouakriaAhlame
VilarJosé A
MarteauPierre-François
Nota di bibliografia: Includes bibliographical references and index.
Sommario/riassunto: 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. .
Titolo autorizzato: Advanced Analysis and Learning on Temporal Data  Visualizza cluster
ISBN: 3-319-44412-3
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910483741603321
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Serie: Lecture Notes in Artificial Intelligence ; ; 9785