Provides an analysis of nonparametric regression with random design. It covers almost all known estimates; the emphasis is on the distribution-free properties o... » 

Provides an analysis of nonparametric regression with random design. It covers almost all known estimates; the emphasis is on the distribution-free properties of the estimates. The book is a valuable referencefor anyone interested in nonparametric regression and a rich source of many useful mathematical techniques. It introduces the reader to empirical process theory, martingales, and appoxiamtion properties of neural networks. «