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• W2148252020 abstract "A semi-supervised multitask learning (MTL) framework is presented, in which M parameterized semi-supervised classifiers, each associated with one of M partially labeled data manifolds, are learned jointly under the constraint of a soft-sharing prior imposed over the parameters of the classifiers. The unlabeled data are utilized by basing classifier learning on neighborhoods, induced by a Markov random walk over a graph representation of each manifold. Experimental results on real data sets demonstrate that semi-supervised MTL yields significant improvements in generalization performance over either semi-supervised single-task learning (STL) or supervised MTL." @default.
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• W2148252020 date "2007-12-03" @default.
• W2148252020 modified "2023-09-24" @default.
• W2148252020 title "Semi-Supervised Multitask Learning" @default.
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