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7th AALTD@ECML/PKDD 2022, Grenoble, France
- Thomas Guyet, Georgiana Ifrim, Simon Malinowski, Anthony J. Bagnall, Patrick Schäfer, Vincent Lemaire:
Advanced Analytics and Learning on Temporal Data - 7th ECML PKDD Workshop, AALTD 2022, Grenoble, France, September 19-23, 2022, Revised Selected Papers. Lecture Notes in Computer Science 13812, Springer 2023, ISBN 978-3-031-24377-6
Oral Presentation
- Sepideh Koohfar, Laura Dietz:
Adjustable Context-Aware Transformer. 3-17 - Ángel López-Oriona, Pablo Montero-Manso, José Antonio Vilar:
Clustering of Time Series Based on Forecasting Performance of Global Models. 18-33 - Michael Franklin Mbouopda, Thomas Guyet, Nicolas Labroche, Abel Henriot:
Experimental Study of Time Series Forecasting Methods for Groundwater Level Prediction. 34-49 - Thach Le Nguyen, Georgiana Ifrim:
Fast Time Series Classification with Random Symbolic Subsequences. 50-65 - Naji Najari, Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner, Christophe Garcia:
RESIST: Robust Transformer for Unsupervised Time Series Anomaly Detection. 66-82 - Arik Ermshaus, Patrick Schäfer, Ulf Leser:
Window Size Selection in Unsupervised Time Series Analytics: A Review and Benchmark. 83-101
Poster Presentation
- Neha Pant, Durga Toshniwal, Bhola Ram Gurjar:
Application of Attention Mechanism Combined with Long Short-Term Memory for Forecasting Dissolved Oxygen in Ganga River. 105-116 - Gautier Pialla, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Germain Forestier:
Data Augmentation for Time Series Classification with Deep Learning Models. 117-132 - Alejandro Pasos Ruiz, Anthony J. Bagnall:
Dimension Selection Strategies for Multivariate Time Series Classification with HIVE-COTEv2.0. 133-147 - Nathan Morsa:
EDGAR: Embedded Detection of Gunshots by AI in Real-time. 148-166 - Oshana Dissanayake, Sarah McPherson, Emer Kennedy, Katie Sugrue, Muireann Conneely, Laurence Shalloo, Pádraig Cunningham, Lucile Riaboff:
Identification of the Best Accelerometer Features and Time-Scale to Detect Disturbances in Calves. 167-180 - Niccolò Zangrando, Piero Fraternali, Rocio Nahime Torres, Marco Petri, Nicolò Oreste Pinciroli Vago, Sergio Herrera:
ODIN AD: A Framework Supporting the Life-Cycle of Time Series Anomaly Detection Applications. 181-196
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