A survey of information retrieval and filtering methods
A survey of information retrieval and filtering methods
Intellectual capital: the new wealth of organizations
Intellectual capital: the new wealth of organizations
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Machine Learning
Working Knowledge: How Organizations Manage What They Know
Working Knowledge: How Organizations Manage What They Know
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
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We present an approach for cataloging an organization's skill assets based on electronic communications. Our approach trains classifiers using messages from skill-related discussion groups and then applies those classifiers to a different distribution of person-related e-mail messages. We present a general framework, called cross training, for addressing such discrepancies between the training and test distributions. We outline two instances of the general cross-training problem, develop algorithms for each, and empirically demonstrate the efficacy of our solution in the skill-mining context.