Advanced Analytics and Learning on Temporal Data: 5th Ecml Pkdd Workshop, Aaltd 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers

ISBN-13: 9783030657413 / Angielski / Miękka / 2020 / 233 str.

Vincent Lemaire; Simon Malinowski; Anthony Bagnall

Spis treści

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.- Bio-Informatics, Medical, Energy Consumption, Temporal Data.