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Activity Recognition@SMC 2011 : Robust machine learning techniques for human activity recognition | |||||||||||||||
Link: http://www.opportunity-project.eu/workshopSMC | |||||||||||||||
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Call For Papers | |||||||||||||||
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CALL FOR PARTICIPATION Robust machine learning techniques for human activity recognition A full day workshop at the IEEE conf on Systems, Man and Cybernetics 2011 October 9-12, Anchorage, USA http://www.opportunity-project.eu/workshopSMC -------------------------------------------------------- Human activity recognition can be used to devise assistants that provide proactive support by exploiting the knowledge of the user’s context, determined from sensors located on-body. The design and development of these systems pose important challenges to the machine learning community as they typically involve high-dimensional, multimodal streams of data characterised by a large variability; where data portions may be missing or labels can be unreliable. Notwithstanding the large amount of research endeavours aimed at tackling these issues, the comparison of different approaches is often not possible due to the lack of common benchmarking tools and datasets that allow for replicable and fair testing procedures across several research groups. The aim of this workshop is to discuss and compare different methods for robust activity recognition, as well as putting forward the need for common resources for such comparison. To promote such comparison, the workshop is associated to an activity recognition challenge (see below) where contributed methods will be evaluated on a public benchmark database of daily activities recorded using a multimodal network of on-body sensors. Invited Speakers ------------------ Prof. Dr. Paul Lukowicz, Universität Passau Dr. Thomas Ploetz, Newcastle University Important dates --------------- June 28, 2011: Submission deadline July 1, 2011: Acceptance/rejection notification July 5, 2011: Camera ready due October 9, 2011: Workshop Contact: activityrecognition.challenge@gmail.com |
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