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个人简介
My research is in statistical machine learning, which aims at (automatically) extracting and processing information from raw data. Machine learning is closely related to artificial intelligence and has a large overlap with statistics. My current research activities address fundamental problems in data assimilation, natural language processing and collaborative filtering. A natural framework to deal with these problems are stochastic process models and approximate Bayesian inference, the main challenge lying in finding efficient ways to deal with today's exponential increase of (freely) available digital data.
I received the Electrical Engineering degree and the PhD in Applied Sciences from the Université catholique de Louvain, respectively in 2001 and 2005. I was a member of both the Machine Learning Group and the Crypto Group. Until mid 2005, I was involved in the European project OPTIVIP, in which we developed a visual prosthesis for blind people. Since then I contributed to the European projects SCARD and PinView, as well as the UK funded project VISDEM.
At present, I hold an Honorary Senior Research Associate position in the Centre for Computational Statistics and Machine Learning at University College London. I am also an active participant of the PASCAL network of excellence. In October 2009, I joined the Services and Innovation Laboratory at Xerox Research Centre Europe, where my research is directed towards the development of advanced recommender systems, personalised content creation, text generation and automated knowledge extraction.
研究兴趣
论文共 19 篇作者统计合作学者相似作者
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Computational Statisticsno. 1 (2011): 149-176
semanticscholar(2009)
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Neural Computationno. 3 (2009): 786-92
BMC Bioinformaticsno. 1 (2009): 365
BIOINFORMATICSno. 10 (2009): 1280-1286
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learningpp.142-1136, (2009)
NIPS'08: Proceedings of the 21st International Conference on Neural Information Processing Systemspp.73-80, (2008)
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Journal of Signal Processing Systemsno. 1 (2008): 51-59
PAKDD'08: Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining (2008): 527-+
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