3 citations · 4 across the 4 of their papers we have counts for
4 papers
Inference for High-Dimensional Sparse Spectral Precision Matrices
Navonil Deb, Younghoon Kim, Sumanta Basu
Statistical inference for the spectral precision matrix at a given frequency allows us to assess frequency-specific conditional relationships among the components of a stationary m…
Counterfactual Forecasting for Panel Data
Navonil Deb, Raaz Dwivedi, Sumanta Basu
We address the challenge of forecasting counterfactual outcomes in a panel data with missing entries and temporally dependent latent factors -- a common scenario in causal inferenc…
Regularized Estimation of Sparse Spectral Precision Matrices
Navonil Deb, Amy Kuceyeski, Sumanta Basu
Estimation of a sparse spectral precision matrix, the inverse of a spectral density matrix, is a canonical problem in frequency-domain analysis of high-dimensional time series (HDT…
Finding Optimal Cancer Treatment using Markov Decision Process to Improve Overall Health and Quality of Life
Navonil Deb, Abhinandan Dalal, Gopal Krishna Basak
Markov Decision Processes and Dynamic Treatment Regimes have grown increasingly popular in the treatment of diseases, including cancer. However, cancer treatment often impacts qual…