Advanced Analytics and Learning on Temporal Data

7th ECML PKDD Workshop, AALTD 2022, Grenoble, France, September 19–23, 2022, Revised Selected Papers

AvThomas Guyet,Georgiana Ifrim

Häftad, Engelska, 2023

Del 13812 i serien Lecture Notes in Computer Science

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Beskrivning

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.

Produktinformation

Utgivningsdatum:2023-03-21
Mått:155 x 235 x 12 mm
Vikt:335 g
Format:Häftad
Språk:Engelska
Serie:Lecture Notes in Computer Science
Antal sidor:197
Förlag:Springer International Publishing AG
ISBN:9783031243776

Utforska kategorier

Artificiell intelligens inom Data och IT

Innehållsförteckning

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.