ENGLISH

Nonparametric Density Estimation: The L1 View

By Lue Devroye , Laszlo Gyorfi

Book information

Publisher
John Wiley & Sons
Year
1984
ISBN
9780471816461, 0471816469
LCC
QA273.6
Open Library ID
OL21470492M
Language
english
Format
PDF
Filesize
7 MB (7049319 bytes)
Series
Wiley Series in Probability and Statistics
Pages
367\367
Library
mexmat
Time added
2009-07-20 03:45:11

Description

This book gives a rigorous, systematic treatment of density estimates, their construction, use and analysis with full proofs. It develops L1 theory, rather than the classical L2, showing how L1 exposes fundamental properties of density estimates masked by L2. The book examines results in simulation, pattern recognition, detection theory, and minimax theory. An extensive bibliography includes references to the recent literature as well as the classical work of Parzen, Rozenblatt and others.

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