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2019 International Workshop on Advanced Analytics and Learning on Temporal Data (AALTD 2019) will be held Friday, September 20, 2019 (or Monday 16, 2019) in Wurtzburg, Germany, co- located with ECML/PKDD 2019. The aim of this workshop is to bring together researchers and experts in machine learning, data mining, pattern analysis and statistics to share their challenging issues and advanced researches on temporal data analysis. Analysis and learning from temporal data cover a wide scope of tasks including learning metrics, learning representations, unsupervised feature extraction, clustering and classification.
Topics of Interest
The proposed workshop welcomes papers that cover, but not limited to, one or several of the following topics:
• Temporal data clustering
• Semi-supervised and supervised classification on temporal data
• Deep learning and learning representations for temporal data
• Metric and kernel learning for temporal data
• Modeling temporal dependencies
• Advanced forecasting and prediction models
• Space-temporal statistical analysis
• Functional data analysis methods
• Interpretable time series analysis methods
• Dimensionality reduction, sparsity, algorithmic complexity and big data challenge
• Bio-informatics, medical, energy consumption, multimedia and other applications on temporal data
• Benchmarking and assessment methods for temporal data
We also encourage submissions that relate research results from other areas to the workshop topics.
Paper Submission
• Oral presentation
• Poster session (including research in progress and demos)
Authors that would not want their papers to apply for possible oral presentation should inform the organizers at the time of submission. Submitted papers should be 6 to 16 pages long using LNCS formatting style
It might be considered to invite authors of selected papers for publication in a special volume in the Lecture Notes in Computer Science (LNCS) series
Important Dates
Workshop paper submission deadline: ** June 21, 2019 **
Workshop paper acceptance notification: July 19, 2019
Workshop paper camera-ready deadline: July 26, 2019
Workshop date: September 20, 2019 (or September 16, 2019)
Organizers
• Antony Bagnall, University of East Anglia, England
• Alexis Bondu, Orange Labs, France
• Padraig Cunningham, University College Dublin
• Thomas Guyet, Agrocampus Ouest/IRISA, France
• Vincent Lemaire, Orange Labs, France
• Simon Malinowski, Université de Rennes 1/IRISA, France
• Romain Tavenard, Université de Rennes 2, France