Advanced Analytics and Learning on Temporal Data: 4th Ecml Pkdd Workshop, Aaltd 2019, Würzburg, Germany, September 20, 2019, Revised Selected Papers

Lemaire, Vincent, Malinowski, Simon, Bagnall, Anthony

  • 出版商: Springer
  • 出版日期: 2020-01-23
  • 售價: $2,240
  • 貴賓價: 9.5$2,128
  • 語言: 英文
  • 頁數: 229
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030390977
  • ISBN-13: 9783030390976

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商品描述

This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in W rzburg, 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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