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Zhou, S. (author), Smirnov, E.N. (author), Bou Ammar, H. (author), Peeters, R. (author)This paper shows that the region classification task can benefit from instance-transfer learning. It proposes to implement a standard region-classification algorithm using a general nonconformity function based on the Transfer AdaBoost algorithm. The experiments show that the new approach produces valid class regions when instances are...conference paper 2013
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Zhao, W. (author), Bou Ammar, H. (author), Roos, N. (author)In this paper a novel framework capable of both accurate predictions and classifications of dynamic images is introduced. The proposed technique makes of use of a novel combination of sparse coding, a feature extraction algorithm, and three-way weight tensor conditional restricted Boltzmann machines, a form of deep learning. Experiments...conference paper 2013
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- Bou Ammar, H. (author), Mocanu, D.C. (author), Taylor, M.E. (author), Driessens, K. (author), Weiss, G. (author), Tuyls, K. (author) conference paper 2013