Multivariate Density Estimation, Theory, Practice, and Visualbation

Philip H. Ramsay

Technometrics · 1993 · 2.9K citations · 0 references

Concepts

Abstract

Representation and Geometry of Multivariate Data. Nonparametric Estimation Criteria. Histograms: Theory and Practice. Frequency Polygons. Averaged Shifted Histograms. Kernel Density Estimators. The Curse of Dimensionality and Dimension Reduction. Nonparametric Regression and Additive Models. Special Topics. Appendices. Indexes.