Theoretical Frameworks for Data Mining
A simple approach to the theory of data mining is to declare that data mining is statistics (perhaps on larger data sets than previously), and thus the search for a theoretical framework for data mining can stop immediately: we just have to look at the appropriate statistics literature. The theory of data mining is statistics (as a science).