Cross-domain representation-learning framework with combination of class-separate and domain-merge objectives

Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining, pp. 18-25, 2012.

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Recently, cross-domain learning has become one of the most important research directions in data mining and machine learning. In multi-domain learning, one problem is that the classification patterns and data distributions are different among domains, which leads to that the knowledge (e.g. classification hyperplane) can not be directly t...More



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