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5th AALTD 2020: Virtual Event / Ghent, Belgium
- Vincent Lemaire
, Simon Malinowski
, Anthony J. Bagnall
, Thomas Guyet
, Romain Tavenard
, Georgiana Ifrim
:
Advanced Analytics and Learning on Temporal Data - 5th ECML PKDD Workshop, AALTD 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers. Lecture Notes in Computer Science 12588, Springer 2020, ISBN 978-3-030-65741-3
Oral Presentation
- Anthony J. Bagnall, Michael Flynn, James Large
, Jason Lines, Matthew Middlehurst
:
On the Usage and Performance of the Hierarchical Vote Collective of Transformation-Based Ensembles Version 1.0 (HIVE-COTE v1.0). 3-18 - David Guijo-Rubio
, Pedro Antonio Gutiérrez
, Anthony J. Bagnall
, César Hervás-Martínez
:
Ordinal Versus Nominal Time Series Classification. 19-29 - Yann Dauxais, Thomas Guyet
:
Generalized Chronicles for Temporal Sequence Classification. 30-45 - Mozhdeh Ariannezhad
, Sebastian Schelter
, Maarten de Rijke
:
Demand Forecasting in the Presence of Privileged Information. 46-62 - Carlos Salort Sánchez, Alexander Wieder, Paolo Sottovia, Stefano Bortoli, Jan Baumbach, Cristian Axenie
:
GANNSTER: Graph-Augmented Neural Network Spatio-Temporal Reasoner for Traffic Forecasting. 63-76 - Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim:
A Model-Agnostic Approach to Quantifying the Informativeness of Explanation Methods for Time Series Classification. 77-94
Poster Presentation
- Marcos L. P. Bueno, Arjen Hommersom
, Peter J. F. Lucas:
Temporal Exceptional Model Mining Using Dynamic Bayesian Networks. 97-112 - Mathieu Delsaut, Patrick Jeanty, Béatrice Morel, Dominique Gay:
"J'veux du Soleil" Towards a Decade of Solar Irradiation Data (La Réunion Island, SW Indian Ocean). 113-121 - Michiel Dhont
, Elena Tsiporkova, Tom Tourwé, Nicolás González-Deleito:
Visual Analytics for Extracting Trends from Spatio-temporal Data. 122-137 - Michiel Dhont
, Elena Tsiporkova, Veselka Boeva
:
Layered Integration Approach for Multi-view Analysis of Temporal Data. 138-154 - Luuk van de Wiel
, Daniel M. van Es
, A. J. Feelders
:
Real-Time Outlier Detection in Time Series Data of Water Sensors. 155-170 - Vivien Sainte Fare Garnot, Loïc Landrieu:
Lightweight Temporal Self-attention for Classifying Satellite Images Time Series. 171-181 - James Fitzpatrick
, Paula Carroll
, Deepak Ajwani
:
Creating and Characterising Electricity Load Profiles of Residential Buildings. 182-203 - Tao Peng, Sana Sellami, Omar Boucelma
:
Trust Assessment on Streaming Data: A Real Time Predictive Approach. 204-219 - Bahavathy Kathirgamanathan, Pádraig Cunningham
:
A Feature Selection Method for Multi-dimension Time-Series Data. 220-231
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