The book is devoted to the presentation of the statistical theory of pattern recognition. In the first part of the book, the problem of pattern recognition is considered from the point of view of the problem of minimizing average risk. It is shown how far you can go in solving the problem of training in pattern recognition, following each of the existing ways to minimize risk in statistics, and what algorithms they lead to...