Articles liés à Image Processing And Jump Regression Analysis

Image Processing And Jump Regression Analysis - Couverture rigide

Qiu, Peihua

 
9780471420996: Image Processing And Jump Regression Analysis
Couverture rigide
ISBN 10 : 0471420999 ISBN 13 : 9780471420996
Editeur : Wiley-Interscience, 2005

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l'auteur

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.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Wiley-Interscience
Date d'édition
2005
Langue
anglais
ISBN 10 
0471420999
ISBN 13 
9780471420996
Reliure
Relié
Nombre de pages
344
Coordonnées du fabricant
non disponible
Personne responsable
non disponible