3 papers
stat.ML2024
Towards Complete Causal Explanation with Expert Knowledge
Aparajithan Venkateswaran, Emilija Perković
We study the problem of restricting a Markov equivalence class of maximal ancestral graphs (MAGs) to only those MAGs that contain certain edge marks, which we refer to as expert or…
stat.ME2024
Robustly estimating heterogeneity in factorial data using Rashomon Partitions
Aparajithan Venkateswaran, Anirudh Sankar, Arun G. Chandrasekhar +1
In both observational data and randomized control trials, researchers select statistical models to articulate how the outcome of interest varies with combinations of observable cov…
stat.ME2023
Feasible contact tracing
Aparajithan Venkateswaran, Jishnu Das, Tyler H. McCormick
Contact tracing is one of the most important tools for preventing the spread of infectious diseases, but as the experience of COVID-19 showed, it is also next-to-impossible to impl…