Balaji Krishnapuram & R. Bharat Rao 
Cost-Sensitive Machine Learning [PDF ebook] 

In machine learning applications, practitioners must take into account the cost associated with the algorithm. These costs include: Cost of acquiring training data Cost of data annotation/labeling and cleaning Computational cost for model fitting, validation, and testing Cost of collecting features/attributes for test data Cost of user feedback collect