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Advanced Analytics and Learning on Temporal Data : 4th ECML PKDD Workshop, AALTD 2019, Wurzburg, Germany, September 20, 2019, Revised Selected Papers - Vincent Lemaire

Advanced Analytics and Learning on Temporal Data

4th ECML PKDD Workshop, AALTD 2019, Wurzburg, Germany, September 20, 2019, Revised Selected Papers

By: Vincent Lemaire (Editor), Simon Malinowski (Editor), Anthony Bagnall (Editor), Alexis Bondu (Editor), Romain Tavenard (Editor)

eText | 22 January 2020

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This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Wurzburg, Germany, in September 2019.
The 7 full papers presented together with 9 poster papers were carefully reviewed and selected from 31 submissions. The papers cover topics such as temporal data clustering; classification of univariate and multivariate time series; early classification of temporal data; deep learning and learning representations for temporal data; modeling temporal dependencies; advanced forecasting and prediction models; space-temporal statistical analysis; functional data analysis methods; temporal data streams; interpretable time-series analysis methods; dimensionality reduction, sparsity, algorithmic complexity and big data challenge; and bio-informatics, medical, energy consumption, on temporal data.

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