Quantile Regression (Econometric Society Monographs)

Quantile Regression (Econometric Society Monographs)

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Book Description
Quantile regression is gradually emerging as a unified statistical methodology for estimating models of conditional quantile functions. This monograph is the first comprehensive treatment of the subject, encompassing models that are linear and nonlinear, parametric and nonparametric. Roger Koenkwe has devoted more than 25 years of research to the topic. The methods in his analysis are illustrated with a variety of applications from economics, biology, ecology and finance and will target audiences in econometrics, statistics, and applied mathematics in addition to the disciplines cited above.

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Quantile regression is gradually emerging as a unified statistical methodology for estimating models of conditional quantile functions. By complementing the exclusive focus of classical least squares regression on the conditional mean, quantile regression offers a systematic strategy for examining how covariates influence the location, scale and shape of the entire response distribution. This monograph is the first comprehensive treatment of the subject, encompassing models that are linear and nonlinear, parametric and nonparametric. The author has devoted more than 25 years of research to this topic. The methods in the analysis are illustrated with a variety of applications from economics, biology, ecology and finance. The treatment will find its core audiences in econometrics, statistics, and applied mathematics in addition to the disciplines cited above.

Quantile Regression (Econometric Society Monographs)

Quantile Regression (Econometric Society Monographs),Roger Koenker,Andrew Chesher,Matthew Jackson,Cambridge University Press,0521608279,Business & Economics,Business / Economics / Finance,Business/Economics,Econometrics,Mathematical statistics,Probability & Statistics - General,Regression analysis,Business & Economics / Econometrics,Probability & statistics

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Quantile Regression (Econometric Society Monographs)

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