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Presents a collection of short articles - most of which having a review component - describing the developments of Nonparametric Statistics. This work includes topics such as: algorithic approaches; wavelets and nonlinear smoothers; graphical methods and data mining; biostatistics and bioinformatics; bagging and boosting; and more.