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Maximum Penalized Likelihood Estimation: Volume II: Regression

Maximum Penalized Likelihood Estimation: Volume II: Regression

Paperback

Series: Springer Statistics

Medical ReferenceTechnology & EngineeringGeneral Mathematics

ISBN10: 1461417120
ISBN13: 9781461417125
Publisher: Springer
Published: Dec 2 2011
Pages: 572
Weight: 1.80
Height: 1.20 Width: 6.14 Depth: 9.21
Language: English

This book is intended for graduate students in statistics and industrial mathematics, as well as researchers and practitioners in the field. It covers both theory and practice of nonparametric estimation. The text is novel in its use of maximum penalized likelihood estimation, and the theory of convex minimization problems (fully developed in the text) to obtain convergence rates. A substantial effort has been made to discuss computational details, and to include simulation studies and analyses of some classical data sets using fully automatic (data driven) procedures.

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