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Manuel de régression quantile par Roger Koenker : Neuf

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Numéro de l'objet eBay :404115375636
Dernière mise à jour le 18 mai 2024 10:23:21 CEST. Afficher toutes les modificationsAfficher toutes les modifications

Caractéristiques de l'objet

État
Neuf: Livre neuf, n'ayant jamais été lu ni utilisé, en parfait état, sans pages manquantes ni ...
Book Title
Handbook of Quantile Regression
Publication Date
2020-09-30
ISBN
9780367657574
Series
Chapman and Hall/Crc Handbooks of Modern Statistical Methods Ser.
Publication Year
2020
Type
Textbook
Format
Trade Paperback
Language
English
Publication Name
Handbook of Quantile Regression
Author
Victor Chernozhukov
Item Length
10in
Publisher
CRC Press LLC
Item Width
7in
Item Weight
31.8 Oz
Number of Pages
484 Pages

À propos de ce produit

Product Information

Quantile regression constitutes an ensemble of statistical techniques intended to estimate and draw inferences about conditional quantile functions. Median regression, as introduced in the 18th century by Boscovich and Laplace, is a special case. In contrast to conventional mean regression that minimizes sums of squared residuals, median regression minimizes sums of absolute residuals; quantile regression simply replaces symmetric absolute loss by asymmetric linear loss. Since its introduction in the 1970's by Koenker and Bassett, quantile regression has been gradually extended to a wide variety of data analytic settings including time series, survival analysis, and longitudinal data. By focusing attention on local slices of the conditional distribution of response variables it is capable of providing a more complete, more nuanced view of heterogeneous covariate effects. Applications of quantile regression can now be found throughout the sciences, including astrophysics, chemistry, ecology, economics, finance, genomics, medicine, and meteorology. Software for quantile regression is now widely available in all the major statistical computing environments. The objective of this volume is to provide a comprehensive review of recent developments of quantile regression methodology illustrating its applicability in a wide range of scientific settings. The intended audience of the volume is researchers and graduate students across a diverse set of disciplines.

Product Identifiers

Publisher
CRC Press LLC
ISBN-10
0367657570
ISBN-13
9780367657574
eBay Product ID (ePID)
18067064467

Product Key Features

Author
Victor Chernozhukov
Publication Name
Handbook of Quantile Regression
Format
Trade Paperback
Language
English
Series
Chapman and Hall/Crc Handbooks of Modern Statistical Methods Ser.
Publication Year
2020
Type
Textbook
Number of Pages
484 Pages

Dimensions

Item Length
10in
Item Width
7in
Item Weight
31.8 Oz

Additional Product Features

Lc Classification Number
Qa278.2.H3738 2020
Reviews
"Given the substantial impact that Quantile Regression (QR) has had in the statistical literature in general (and particularly in econometrics), a handbook that acknowledges this impact and explores its breadth is especially welcome. This volume provides an excellent coverage of the developments in, and applications of, QR over the past 40 years. A brief historical "memoir" by Bassett and Koenker is followed by 21 chapters contributed by a broad cross-section of scholars, all of whom are experts in QR. These chapters amply illustrate the versatility of QR, and the wide range of variations on its central theme that can be developed to give us a powerful suite of inferential methods...This Handbook is a wonderful resource for graduate students and researchers alike. As has been noted already, the various contributions provide an excellent coverage of the use of QR in the context of a variety of statistical models and types of data. In addition, the book provides illustrations of the application of QR in finance, ecology and environmental sciences, and in genetic and genomic studies. The editors and contributors are to be congratulated on assembling this valuable handbook, which will serve to update and significantly extend our understanding of the richness of QR methods." --David E. Giles in Statistical Papers, September 2018 "Quantile regression was introduced in 1757 but not perfected until Koenker and Bassett made it a modern tool for robust analyses in linear models in 1978. This book is testimony to its continuing vitality and growing relevance in the big data era." -- Stephen M. Stigler , Ernest DeWitt Burton Distinguished Service Professor of Statistics, University of Chicago "Since its invention by Koenker and Bassett, quantile regression has moved from intriguing statistical curiosity to a central empirical tool in the applied econometrician's toolkit. This volume offers a valuable, accessible, and timely summary of the many m
Table of Content
A Quantile Regression Memoir - Gilbert W. Bassett Jr. and Roger Koenker Resampling Methods - Xuming He Quantile Regression: Penalized - Ivan Mizera Bayesian Quantile Regression - Huixia Judy Wang and Yunwen Yang Computational Methods for Quantile Regression - Roger Koenker Survival Analysis: A Quantile Perspective - Zhiliang Ying and Tony Sit Quantile Regression for Survival Analysis - Limin Peng Survival Analysis with Competing Risks and Semi-competing Risks Data - Ruosha Li and Limin Peng Instrumental Variable Quantile Regression - Victor Chernozhukov, Christian Hansen, and Kaspar Wuethrich Local Quantile Treatment Effects - Blaise Melly and Kaspar Wuethrich Quantile Regression with Measurement Errors and Missing Data - Ying Wei Multiple-Output Quantile Regression - Marc Hallin and Miroslav Siman Sample Selection in Quantile Regression: A Survey - Manuel Arellano and Stephane Bonhomme Nonparametric Quantile Regression for Banach-valued Response - Joydeep Chowdhury and Probal Chaudhuri High-Dimensional Quantile Regression - Alexandre Belloni, Victor Chernozhukov, and Kengo Kato Nonconvex Penalized Quantile Regression: A Review of Methods, Theory and Algorithms - Lan Wang QAR and Quantile Time Series Analysis - Zhijie Xiao Extremal Quantile Regression -Victor Chernozhukov, Ivan Fernandez-Val, and Tetsuya Kaji Quantile regression methods for longitudinal data - Antonio F. Galvao and Kengo Kato Quantile Regression Applications in Finance - Oliver Linton and Zhijie Xiao Quantile regression for Genetic and Genomic Applications - Laurent Briollais and Gilles Durrieu Quantile regression applications in ecology and the environmental sciences - Brian S. Cade
Copyright Date
2018
Topic
Probability & Statistics / General, General
Dewey Decimal
519.536
Dewey Edition
23
Illustrated
Yes
Genre
Mathematics

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