Functional regression of continuous state distributions

A-Tier
Journal: Journal of Econometrics
Year: 2012
Volume: 167
Issue: 2
Pages: 397-412

Authors (2)

Score contribution per author:

2.011 = (α=2.01 / 2 authors) × 2.0x A-tier

α: calibrated so average coauthorship-adjusted count equals average raw count

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.

Technical Details

RePEc Handle
repec:eee:econom:v:167:y:2012:i:2:p:397-412
Journal Field
Econometrics
Author Count
2
Added to Database
2026-01-29