12 citations · 41 across the 11 of their papers we have counts for
7 papers · 1 filter
The Frisch--Waugh--Lovell Theorem for Standard Errors
Peng Ding
The Frisch--Waugh--Lovell Theorem states the equivalence of the coefficients from the full and partial regressions. I further show the equivalence between various standard errors.…
Rerandomization and Regression Adjustment
Xinran Li, Peng Ding
Randomization is a basis for the statistical inference of treatment effects without strong assumptions on the outcome-generating process. Appropriately using covariates further yie…
Rerandomization in Factorial Experiments
Xinran Li, Peng Ding, Donald B. Rubin
With many pretreatment covariates and treatment factors, the classical factorial experiment often fails to balance covariates across multiple factorial effects simultaneously. Ther…
Regression adjustment in completely randomized experiments with a diverging number of covariates
Lihua Lei, Peng Ding
Randomized experiments have become important tools in empirical research. In a completely randomized treatment-control experiment, the simple difference in means of the outcome is…
Bridging Finite and Super Population Causal Inference
Peng Ding, Xinran Li, Luke W. Miratrix
There are two general views in causal analysis of experimental data: the super population view that the units are an independent sample from some hypothetical infinite populations,…
On the Conditional Distribution of the Multivariate Distribution
Peng Ding
As alternatives to the normal distributions, distributions are widely applied in robust analysis for data with outliers or heavy tails. The properties of the multivariate d…