Articoli correlati a Image Processing And Jump Regression Analysis

Image Processing And Jump Regression Analysis - Rilegato

Qiu, Peihua

 
9780471420996: Image Processing And Jump Regression Analysis
Rilegato
ISBN 10: 0471420999 ISBN 13: 9780471420996
Casa editrice: Wiley-Interscience, 2005

Sinossi

The first text to bridge the gap between image processing and jump regression analysis

Recent statistical tools developed to estimate jump curves and surfaces have broad applications, specifically in the area of image processing. Often, significant differences in technical terminologies make communication between the disciplines of image processing and jump regression analysis difficult. In easy-to-understand language, Image Processing and Jump Regression Analysis builds a bridge between the worlds of computer graphics and statistics by addressing both the connections and the differences between these two disciplines. The author provides a systematic analysis of the methodology behind nonparametric jump regression analysis by outlining procedures that are easy to use, simple to compute, and have proven statistical theory behind them.

Key topics include:

  • Conventional smoothing procedures
  • Estimation of jump regression curves
  • Estimation of jump location curves of regression surfaces
  • Jump-preserving surface reconstruction based on local smoothing
  • Edge detection in image processing
  • Edge-preserving image restoration

With mathematical proofs kept to a minimum, this book is uniquely accessible to a broad readership. It may be used as a primary text in nonparametric regression analysis and image processing as well as a reference guide for academicians and industry professionals focused on image processing or curve/surface estimation.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull'autore

PEIHUA QIU, PHD, is Associate Professor of Statistics at the University of Minnesota. He has published over twenty-five papers in refereed journals as well as two book chapters. He received his PhD in Statistics at the University of Wisconsin-Madison in 1996.

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Editore
Wiley-Interscience
Data di pubblicazione
2005
Lingua
Inglese
ISBN 10 
0471420999
ISBN 13 
9780471420996
Rilegatura
Copertina rigida
Numero di pagine
305
Contatto del produttore
non disponibile
Persona responsabile
non disponibile