AS_bounds

This function finds the boundary of the identified set in one specified direction using the AS test and Newton's method.

We implement linear regression when the outcome of interest and some of the covariates are observed in two different datasets that cannot be linked, based on D'Haultfoeuille, Gaillac, Maurel (2022) <doi:10.3386/w29953>. The package allows for common regressors observed in both datasets, and for various shape constraints on the effect of covariates on the outcome of interest. It also provides the tools to perform a test of point identification. See the associated vignette <https://github.com/cgaillac/RegCombin/blob/master/RegCombin_vignette.pdf> for theory and code examples.

Christophe Gaillac

RegCombin

Partially Linear Regression under Data Combination

Xavier D'Haultfoeuille

Arnaud Maurel

AS_bounds function

<dl><dt>start</dt>
<dd>the starting points for the bissection method</dd>
<dt>Yp</dt>
<dd>the observations of the outcome variable.</dd>
<dt>Xb</dt>
<dd>the observations of the noncommon regressor (possibly conditional on Xc).</dd>
<dt>N_max</dt>
<dd>the maximal number of iterations. Default is 30.</dd>
<dt>tol</dt>
<dd>the tolerance of the method. Default is e-4.</dd>
<dt>tuningParam</dt>
<dd>the list of tuning parameters. For the details see the function "test" in the package RationalExp.</dd></dl>

Arguments

This function finds the boundary of the identified set in one specified direction using the AS test and Newton's method. — AS_bounds

<dl>

<dt>start</dt>
<dd>the starting points for the bissection method</dd>


<dt>Yp</dt>
<dd>the observations of the outcome variable.</dd>


<dt>Xb</dt>
<dd>the observations of the noncommon regressor (possibly conditional on Xc).</dd>


<dt>N_max</dt>
<dd>the maximal number of iterations. Default is 30.</dd>


<dt>tol</dt>
<dd>the tolerance of the method. Default is e-4.</dd>


<dt>tuningParam</dt>
<dd>the list of tuning parameters. For the details see the function "test" in the package RationalExp.</dd>

</dl>

AS_bounds: This function finds the boundary of the identified set in one specified direction using the AS test and Newton's method.

Description

Usage

Value

Arguments