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Conference on Artificial Intelligence \u2013 Volume 1, AAAI\u201906, AAAI Press, 2006, pp.\u00a0906\u2013912."},{"key":"10.3233\/AIS-160386_ref59","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1007\/s00779-011-0470-5","article-title":"Design and evaluation of a smart home voice interface for the elderly: Acceptability and objection aspects","volume":"17","author":"Portet","year":"2013","journal-title":"Personal and Ubiquitous Computing"},{"key":"10.3233\/AIS-160386_ref60","unstructured":"J.R.\u00a0Quinlan, Bagging, boosting, and C4.5, in: Proc. of the 13th National Conference on Artificial Intelligence (AAAI-96), AAAI\/MIT Press, 1996, pp.\u00a0725\u2013730."},{"issue":"2","key":"10.3233\/AIS-160386_ref61","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1109\/5.18626","article-title":"A tutorial on Hidden Markov Models and selected applications in speech recognition","volume":"77","author":"Rabiner","year":"1989","journal-title":"Proceedings of the 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P.\u00a0Chahuara, F.\u00a0Portet, B.\u00a0Meillon and N.\u00a0Bonnefond, The sweet-home speech and multimodal corpus for home automation interaction, in: The 9 Edition of the Language Resources and Evaluation Conference (LREC), Reykjavik, Iceland, 2014, pp.\u00a04499\u20134506."},{"key":"10.3233\/AIS-160386_ref81","doi-asserted-by":"crossref","unstructured":"D.L.\u00a0Vail, M.M.\u00a0Veloso and J.D.\u00a0Lafferty, Conditional random fields for activity recognition, in: Proc. of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS \u201907, New York, NY, USA, 2007, pp.\u00a0235:1\u2013235:8.","DOI":"10.1145\/1329125.1329409"},{"issue":"6","key":"10.3233\/AIS-160386_ref82","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1007\/s00779-009-0277-9","article-title":"An activity monitoring system for elderly care using generative and discriminative models","volume":"14","author":"van Kasteren","year":"2010","journal-title":"Personal and Ubiquitous 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