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Functional regression of continuous state distributions
Authors:Joon Y Park  Junhui Qian
Institution:1. Department of Economics, Indiana University, United States;2. Department of Economics, Sungkyunkwan University, South Korea;3. School of Economics, Shanghai Jiao Tong University, China
Abstract:In this paper, we consider a regression model to study the distributional relationship between economic variables. Unlike the classical regression dealing exclusively with mean relationship, our model can be used to analyze the entire dependent structure in distribution. Technically, we treat density functions as random elements and represent the regression relationship as a compact linear operator in the Hilbert spaces of square integrable functions. We propose a consistent estimation procedure for our model, and develop a test to investigate the dependent structure of moments. An empirical example is provided to illustrate how our methodology can be implemented in practical applications.
Keywords:C12  C13  C22
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