Le-Yu Chen: all content

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Working paper graphic

Best subset binary prediction

Working Paper

We consider a variable selection problem for the prediction of binary outcomes. We study the best subset selection procedure by which the explanatory variables are chosen by maximizing Manski (1975, 1985)'s maximum score type objective function subject to a constraint on the maximal number of selected variables.

22 November 2017

Working paper graphic

Maximum score estimation with nonparametrically generated regressors

Working Paper

The estimation problem in this paper is motivated by maximum score estimation of preference parameters in the binary choice model under uncertainty in which the decision rule is affected by conditional expectations. The preference parameters are estimated in two stages: we estimate conditional expectations nonparametrically in the fi…rst stage and then the preference parameters in the second stage based on Manski (1975, 1985)’s maximum score estimator using the choice data and …first stage estimates.

28 May 2014