Cost-Sensitive Learning

  • Ling C
  • Sheng V
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Abstract

A pairwise constraint between two items indicating that they should be placed into diierent clusters in the enal partition. Candidate-Elimination Algorithm Mitchell's, (,) candidate-elimination algorithm performs a bidirectional search in the hypothesis space. It maintains a set, S, of most speciic hypotheses that are consistent with the training data and a set, G, of most general hypotheses consistent with the training data. ese two sets form two boundaries on the version space. See Learning as Search.

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Ling, C. X., & Sheng, V. S. (2011). Cost-Sensitive Learning. In Encyclopedia of Machine Learning (pp. 231–235). Springer US. https://doi.org/10.1007/978-0-387-30164-8_181

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