Karmakar B, Kar W, and Mukherjee G. Using Penalized Synthetic Controls on Truncated data: A Case Study on Effect of Marijuana Legalization on Physicians’ Payments by Opioid Manufacturers, Journal of American Statistical Association, 2024.
Banerjee T, Bhattacharya B and Mukherjee G. Bootstrapped Edge Count Tests for Nonparametric Two-Sample Inference Under Heterogeneity. Journal of Computational and Graphical Statistics, 2024.
Bhuyan R, Javanmard A, Kim S, Mukherjee G, Rossi R, Yu T and Zhao H. Structured Dynamic Pricing: Optimal Regret in a Global Shrinkage Model. Journal of Machine Learning Research, 2024.
Bhuyan R, Kar W, and Mukherjee G. A scalable path algorithm for clusterwise messaging component analysis in digital communications, submitted 2024.
Luo J, Banerjee T, Mukherjee G and Sun W. Empirical Bayes estimation with side information: A nonparametric integrative Tweedie approach. in revision, 2024.
Bien J and Mukherjee G. Generative AI for Data Science 101: Coding Without Learning To Code, Journal of Statistics and Data Science Education, 2024.
Bien et. al. 2024 Embracing AI in Business Education: A Case Study of USC Marshall School of Business, SSRN Working Paper.
Banerjee T, Fu L, Mukherjee G, James G and Sun W. Nonparametric Empirical Bayes Estimation on Heterogeneous Data, under revision.
Kwon O, Mukherjee G and Bien J. Semi-Supervised Learning of Noisy Mixture of Experts Models.
Karmakar B, Kwon O, Mukherjee G and Siddharth S. A Backfitting based MCEM Algorithm for Scalable Estimation in Multinomial Probit Model with Multilayer Network Linkages. Submitted, 2024.
Banerjee T, Liu P, Mukherjee G, Dutta S and Che H. A Crossed Random Effects Joint Modeling Framework for Improved Prediction of Player Responses in Massively Multiplayer Online Role Playing Games. Annals of Applied Statistics, 2023.
Mukherjee G and Johnstone IM. On Minimax Optimality of Sparse Bayes Predictive Density Estimates. Annals of Statistics, 2022, Vol. 50, No. 1, 81-106.
Mukhopadhay S, Kar W, Mukherjee G. Estimating Promotion Effectiveness in Email Marketing: A high-dimensional Bayesian Joint Model for Nested Imbalanced Data, Annals of Applied Statistics, 2022.
Karmakar B, Liu P, Mukherjee G, Dutta S and Che H. Improved Retention Analysis in Freemium Role-Playing Games by Jointly Modeling Players’ Motivation, Progression and Churn. Journal of Royal Statistical Society, Series A 2022, 185:102–133.
Luo J, Choi Y, Mukherjee G and Sun W. Structure adaptive sparse estimation for spatial signals: a false discovery rate thresholding approach Preprint, 2022.
Gangopadhyay U and Mukherjee G. On Discrete Priors and Sparse Minimax Optimal Predictive Densities. Electronic Journal of Statistics, 2021, Vol. 15, No. 1, 1636-1660.
George E, Mukherjee G and Yano K. Optimal Shrinkage Estimation of Predictive Densities under alpha–divergences. Bayesian Analysis, 2021, 16, Number 4, pp. 1139-1155.
Banerjee T, Liu Q, Mukherjee G and Sun W. A General Framework for Empirical Bayes Estimation in the Discrete Linear Exponential Family. Journal of Machine Learning Research, 2021. R-code: NPEB
Gang B, Mukherjee G and Sun W. Large-Scale Shrinkage Estimation under Markovian Dependence. Book Chapter in IISA Series on Statistics and Data Science, 2021.
Banerjee T, Mukherjee G and Paul D. Improved Shrinkage Prediction under a Spiked Covariance Structure. Journal of Machine Learning Research, 2021, 22(180):1-40. R-Package: CASP
Banerjee T, Mukherjee G and Sun W. Adaptive Sparse Estimation with Side Information. Journal of American Statistical Association, 2020. R-Package: ASUS
Sen N, Mukherjee G and Arvin A. The Use of Single Cell Mass Cytometry to Define the Molecular Mechanisms of Varicella-Zoster Virus Lymphotropism. Frontiers in Microbiology, Vol 11, 2020.
Banerjee T, Bhattacharya B and Mukherjee G. A nearest-neighbor based nonparametric test for viral remodeling in heterogeneous single-cell proteomic data. Annals of Applied Statistics, 2020; R-package: TRUH.
George EI, Marchand E, Mukherjee G, and Paul D. New and Evolving Roles of Shrinkage in Large-Scale Prediction and Inference., BIRS Workshop Report, 2019.
Banerjee T, Mukherjee G, Dutta S and Ghosh P. A Large-scale Constrained Joint Modeling Approach For Predicting User Activity, Engagement And Churn With Application To Freemium Mobile Games. Journal of American Statistical Association, 2019. Matlab toolbox: click here
Brown LD, Mukherjee G and Weinstein A. Empirical Bayes Estimates for a 2-Way Cross-Classified Additive Model. Annals of Statistics, Vol 46, No 4 (2018), 1693-1720.
Banerjee T, Mukherjee G and Radchenko P. Feature Screening in Large Scale Cluster Analysis. Journal of Multivariate Analysis, 2017. R-Code: COSCI Algorithm; Also, See R-package: fusionclust
Radchenko P and Mukherjee G. Convex clustering via L1 fusion penalization. Journal of the Royal Statistical Society: Series B; 2017. R-Code: click here; Also, See R-package: fusionclust
Mukherjee G. Book review of Robust Methods for Data Reduction by A. Farcomeni and L. Greco. Journal of the American Statistical Association, 917, Vol 111, 2016.
Sen N, Mukherjee G and Arvin AM. Single Cell Mass Cytometry Reveals Remodeling of Human T Cell Phenotypes by Varicella Zoster Virus. Methods, 2015.
Mukherjee G and Johnstone IM. Exact minimax estimation of the predictive density in sparse Gaussian models. Annals of Statistics, 2015. R-Code: click here.
The rotavirus NSP1 protein inhibits IFN-mediated STAT1 activation, Journal of Virology, 2014; With Greenberg lab of Stanford Medical School
Single Cell Analysis of the Remodeling of Human Tonsil T Cells by Varicella-Zoster Virus. Cell Reports, 2014; With Arvin lab of Stanford Medical School.
Early pregnancy testosterone after ovarian stimulation and pregnancy outcome, Fertility and Sterility, 2011 (in collaboration with Stanford Children Hospital).
First Trimester Testosterone After Ovarian Stimulation and Its Effect on Pregnancy Outcomes, Fertility and Sterility, 2011 (in collaboration with Stanford Children Hospital).
Innate immune response to homologous rotavirus infection in the small intestinal villous epithelium at single-cell resolution. Proceedings of the National Academy of Sciences, 2012; With Greenberg lab of Stanford Medical School.
Phd Thesis: Sparsity and Shrinkage in Predictive Density Estimation. Adviser: Johnstone IM. Committee: Diaconis P, Donoho DL; Stanford University, 2013.