Handbook of Quantile Regression - Brossura

 
9780367657574: Handbook of Quantile Regression
Brossura
ISBN 10: 0367657570 ISBN 13: 9780367657574
Casa editrice: Chapman and Hall/CRC, 2020

Sinossi

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.

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

Informazioni sull?autore

Roger Koenker, University of Illinois

Victor Chernozhukov, MIT

Xuming He, University of Michigan

Limin Peng, Emory University

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

Editore
Chapman and Hall/CRC
Data di pubblicazione
2020
Lingua
Inglese
ISBN 10 
0367657570
ISBN 13 
9780367657574
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
484
Redattore
Koenker Roger, Chernozhukov Victor, He Xuming, Peng Limin
Contatto del produttore
non disponibile
Persona responsabile
non disponibile

Altre edizioni note dello stesso titolo

9781498725286: Handbook of Quantile Regression

Edizione in evidenza

ISBN 10:  1498725287 ISBN 13:  9781498725286
Casa editrice: Chapman and Hall/CRC, 2017
Rilegato