My current and ongoing projects
Ongoing Work
- Banerjee, I., So, T., & Klabjan, D. (2025). Statistical Inference of Controlled Markov Chains: CLTs for Transition Probabilities and Applications to Offline RL (Preprint on request)
- Banerjee, I., Lei, J., & Mehrotra, S. (2025+). Nonparametric Change Point Detection for Regenerating Markov Chains and an Application in Disease Prevention.
- Bhattacharyya, R., Zhang, J., Li, L. , Banerjee, I., Hong, C. (2025+) An MDP Treatment to Cost Effective Healtchare
- Gupta, V., Gurvich, I., Banerjee, I. (2025+) Optimal Control Problem for Particle Filters with Non-Gaussian Noise.
Submitted/Published Work
- Banerjee, I., Honnappa, H., & Rao, V. A. (2024+). Adaptive Estimation of the Transition Densities of Controlled Markov Chains. Preprint
- Banerjee, I., Gurvich, I. (2025+). Goggin’s Corrected Kalman Filter: Guarantees and Filtering Regimes. Preprint
- Banerjee, I., Chakraborty, S. (2025). CLT and Edgeworth Expansion for m-out-of-n Bootstrap Estimators of The Studentized Median. Preprint
- Banerjee, I., Honnappa, H., & Rao, V. A. (2025). Offline Estimation of Controlled Markov Chains: Minimaxity and Sample Complexity. Operations Research. doi: 10.1287/opre.2023.0046
- Banerjee, I., & Honorio, J. (2023). Meta Sparse Principal Component Analysis. Major Review, TMLR. Preprint
- Banerjee, I., Rao, V. A., & Honnappa, H. (2021). PAC-Bayes Bounds on Variational Tempered Posteriors for Markov Models. Approximate Bayesian Inference, Entropy, 23(3), 313. Entropy
- Banerjee, I., Mullick, S. S., & Das, S. (2019). On Convergence of the Class Membership Estimator in Fuzzy k-Nearest Neighbor Classifier. IEEE Transactions on Fuzzy Systems, 27(6), 1226-1236. IEEE Transactions on Fuzzy Systems