Multitask clustering tries to improve the clustering performance of multiple tasks simultaneously by taking their relationship into account. Most existing multitask clustering algorithms fall into the type of generative clustering, and none are formulated as convex optimization problems. This paper propose two convex Discriminative Multitask Clustering (DMTC)objectives to address the problems.

Convex Discriminative Multitask Clustering.pdf

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