A Note on Implementing Box-Cox Quantile Regression

نویسندگان

  • Bernd Fitzenberger
  • Ralf A. Wilke
  • Xuan Zhang
چکیده

The Box-Cox quantile regression model using the two stage method suggested by Chamberlain (1994) and Buchinsky (1995) provides a flexible and numerically attractive extension of linear quantile regression techniques. However, the objective function in stage two of the method may not exists. We suggest a simple modification of the estimator which is easy to implement. The modified estimator is still √ n–consistent and we derive its asymptotic distribution. A simulation study confirms that the modified estimator works well in situations, where the original estimator is not well defined.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Implementing Box-Cox Quantile Regression∗

The Box-Cox quantile regression model introduced by Powell (1991) is a flexible and numerically attractive extension of linear quantile regression techniques. Chamberlain (1994) and Buchinsky (1995) suggest a two stage estimator for this model but the objective function in stage two of their method may not be defined in an application. We suggest a modification of the estimator which is easy to...

متن کامل

The Role of Unionization on the U.S. Wage Inequality During the Period 1990-2010

This paper proposes a semi-parametric estimation method known as ‘Box-Cox Unconditional Quantile Regression’ to explain the increasing trend of the U.S. wage inequality over the last two decades for men and women separately. Box-Cox Unconditional Quantile Regression is a generalization of the Linear Unconditional Quantile Regression model proposed by Firpo, Fortin and Lemieux (2009). The main c...

متن کامل

New Insights on Unemployment Duration and Post Unemployment Earnings in Germany: Censored Box-Cox Quantile Regression at Work

New Insights on Unemployment Duration and Post Unemployment Earnings in Germany: Censored Box-Cox Quantile Regression at Work In light of nonstationary search theory (van den Berg, 1990), this paper estimates the effects of benefit entitlement periods and the size of unemployment benefits on unemployment durations and post-unemployment earnings in West Germany. For the unemployment duration, we...

متن کامل

R the Cox Regression Model, Invariance Principles for Some Induced Quantile Processes and Some Repeated Significance Tests @bullet the Cox Regression Model, Invariance Principles for Some Induced Quantile Processes and Some Repeated Significance Tests*

For the Cox regression model, the partial likelihood functions involve linear combinations of induced order statistics. Some in-variance principles pertaining to such linear combinations of induced order statistics are studied and the theory is incorporated in the formulation of suitable repeated significance tests (for the hypothesis of no regression) based on these partial likelihoods. Asympt...

متن کامل

Censored quantile regression with recursive partitioning-based weights.

Censored quantile regression provides a useful alternative to the Cox proportional hazards model for analyzing survival data. It directly models the conditional quantile of the survival time and hence is easy to interpret. Moreover, it relaxes the proportionality constraint on the hazard function associated with the popular Cox model and is natural for modeling heterogeneity of the data. Recent...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004