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Cost-Sensitive Machine Learning is written by Balaji Krishnapuram and published by CRC Press. It's available with International Standard Book Number or ISBN identification 1040221629 (ISBN 10) and 9781040221624 (ISBN 13).
In machine learning applications, practitioners must take into account the cost associated with the algorithm. These costs include: Cost of acquiring training dataCost of data annotation/labeling and cleaningComputational cost for model fitting, validation, and testingCost of collecting features/attributes for test dataCost of user feedback collect