Nonparametric Estimation Under Shape Constraints: Estimators, Algorithms and Asymptotics

Nonparametric Estimation Under Shape Constraints: Estimators, Algorithms and Asymptotics

Piet Groeneboom , Geurt Jongbloed
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Dec 18, 2014 · English · Kindle
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Book Details

Format Kindle
Language English
Published Dec 18, 2014
Publisher Cambridge University Press
ISBN-10 1139020897
ISBN-13 9781139020893

Description

This work delves into the intricacies of nonparametric estimation while adhering to shape constraints, presenting an insightful exploration of recent advancements in order-restricted inference. With a blend of theoretical rigor and practical application, the authors investigate various estimators and algorithms that cater to shaping data analysis, making it a valuable resource for statisticians and researchers alike.

The text offers a comprehensive view of asymptotic properties linked to these estimators, equipping readers with the necessary tools to understand and apply advanced statistical methods in their own research. By addressing the intricate relationships between statistical theory and its practical implications, the authors pave the way for innovative approaches in the field of nonparametric statistics.

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