Advanced Analytics and Learning on Temporal Data
About This Book
This volume collects the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Ghent, Belgium, in September 2020. Fifteen full papers are included, chosen after careful review from 29 submissions. The papers address a broad range of work on temporal data: clustering, classification of univariate and multivariate time series, and early classification. They also cover deep learning and representation learning, modeling of temporal dependencies, and advanced forecasting and prediction models. Other topics include space-temporal statistical analysis, functional data analysis, temporal data streams, and interpretable time-series analysis. The volume also treats dimensionality reduction, sparsity, algorithmic complexity and big data challenges, as well as applications in bioinformatics, medicine and energy consumption.
ISBN: 9783030657413
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