Advanced Analytics and Learning on Temporal Data

7th ECML PKDD Workshop, AALTD 2022, Grenoble, France, September 19¿23, 2022, Revised Selected Papers
Herausgegeben:Guyet, Thomas; Ifrim, Georgiana; Malinowski, Simon; Bagnall, Anthony; Shafer, Patrick; Lemaire, Vincent

• Broschiertes Buch

Produktbeschreibung

This book constitutes the refereed proceedings of the 7th ECML PKDD Workshop, AALTD 2022, held in Grenoble, France, during September 19-23, 2022.
The 12 full papers included in this book were carefully reviewed and selected from 21 submissions. They were organized in topical sections as follows: Oral presentation and poster presentation.

Produktdetails

• Lecture Notes in Computer Science 13812
• Verlag: Springer / Springer International Publishing / Springer, Berlin
• Artikelnr. des Verlages: 978-3-031-24377-6
• 1st ed. 2023
• Seitenzahl: 216
• Erscheinungstermin: 21. März 2023
• Englisch
• Abmessung: 235mm x 155mm x 12mm
• Gewicht: 335g
• ISBN-13: 9783031243776
• ISBN-10: 3031243773
• Artikelnr.: 66680215

Inhaltsangabe

Oral Presentation.- Adjustable Context-aware Transformer.- Clustering of time series based on forecasting performance of global models.- Experimental study of time series forecasting methods for groundwater level prediction.- Fast Time Series Classification with Random Symbolic Subsequences.- RESIST: Robust Transformer for Unsupervised Time Series Anomaly Detection.- Window Size Selection In Unsupervised Time Series Analytics: A Review and Benchmark.- Poster Presentation.- Application of Attention mechanism combined with Long Short-Term Memory for forecasting Dissolved Oxygen in Ganga River.- Data Augmentation for Time Series Classification with Deep Learning.- Dimension selection strategies for multivariate time series classification with HIVE-COTEv2.0.- EDGAR: Embedded Detection of Gunshots by AI in Real-time.- Identification of the Best Accelerometer Features and Time-scale to Detect Disturbances in Calves.- ODIN AD: a frameworksupporting the life-cycle of time series anomaly detection applications.