3 citations · 3 across the 1 of their papers we have counts for
3 papers
Confidence Bands for Coefficients in High Dimensional Linear Models with Error-in-variables
Alexandre Belloni, Victor Chernozhukov, Abhishek Kaul
We study high-dimensional linear models with error-in-variables. Such models are motivated by various applications in econometrics, finance and genetics. These models are challengi…
Analysis of High Dimensional Compositional Data Containing Structural Zeros with Applications to Microbiome Data
Abhishek Kaul, Ori Davidov, Shyamal D. Peddada
This paper is motivated by the recent interest in the analysis of high dimen- sional microbiome data. A key feature of this data is the presence of `structural zeros' which are mic…
Two Stage Non-penalized Corrected Least Squares for High Dimensional Linear Models with Measurement error or Missing Covariates
Abhishek Kaul, Hira L. Koul, Akshita Chawla +1
This paper provides an alternative to penalized estimators for estimation and vari- able selection in high dimensional linear regression models with measurement error or missing co…