Advanced Analytics and Learning on Temporal Data - 9783032155344

Advanced Analytics and Learning on Temporal Data10th ECML PKDD Workshop, AALTD 2025, Porto, Portugal, September 19, 2025, Revised Selected Papers\nAuthor(s): Vincent Lemaire, Georgiana Ifrim, Anthony Bagnall, Simon Malinowski, Patrick Schfer, Romain Tavenard\nFormat: Paperback\nPublisher: Springer Nature Switzerland AG, Switzerland\nImprint: Springer Nature Switzerland AG\nISBN-13: 9783032155344, 978-3032155344\nSynopsis\nThis book constitutes the revised selected papers of the10th ECML PKDD workshop onAdvanced Analytics and Learning on Temporal Data, AALTD 2025,held in Porto, Portugal, on September 19, 2025.\n\nThe 13 full papers presented here were carefully reviewed and selected from 22 submissions. The papers focus on the following topics: Clustering and Analysis of Time Series;Forecasting and Prediction;Analysis and Processing of Time Series;Models and Approaches Based on Deep Learning and LLMs;Time Series Classification;Augmentation, Imputation, and Preprocessing Techniques.