Sumit Mukherjee

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 29

Top Topics

Monotonicity Constraints

Variational Inference

Machine Learning

Top Venues

IEEE Trans. Inf. Theory

Publications

Sumit Mukherjee, Jiaze Qiu, Subhabrata Sen
On Naive Mean-Field Approximation for high-dimensional canonical GLMs. CoRR (2024)
Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres, Rafael de Sousa
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data. CoRR (2023)
Sumit Mukherjee, Matan Drory Retwitzer, Sara M. Hubbell, Michelle M. Meyer, Danny Barash
A computational approach for the identification of distant homologs of bacterial riboswitches based on inverse RNA folding. Briefings Bioinform. 24 (3) (2023)
Yixi Xu, Sumit Mukherjee, Xiyang Liu, Shruti Tople, Rahul Dodhia, Juan M. Lavista Ferres
Mace: A flexible framework for membership privacy estimation in generative models. Trans. Mach. Learn. Res. 2022 (2022)
Shirsendu Dhar, Sumit Mukherjee, Ranjit Ghoshal, Bibhas Chandra Dhara
eXtreme Gradient Boosting Scheme for Fundus Vessels Separation. CICBA (2022)
Sumit Mukherjee, Subhabrata Sen
Variational Inference in high-dimensional linear regression. J. Mach. Learn. Res. 23 (2022)
Meghana Kshirsagar, Caleb Robinson, Siyu Yang, Shahrzad Gholami, Ivan Klyuzhin, Sumit Mukherjee, Md Nasir, Anthony Ortiz, Felipe Oviedo, Darren Tanner, Anusua Trivedi, Yixi Xu, Ming Zhong, Bistra Dilkina, Rahul Dodhia, Juan M. Lavista Ferres
Becoming Good at AI for Good. CoRR (2021)
Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises. CoRR (2021)
Dmitry Tworowski, Alessandro Gorohovski, Sumit Mukherjee, Gon Carmi, Eliad Levy, Rajesh Detroja, Sunanda Biswas Mukherjee, Milana Frenkel-Morgenstern
COVID19 Drug Repository: text-mining the literature in search of putative COVID19 therapeutics. Nucleic Acids Res. 49 (Database-Issue) (2021)
Sumit Mukherjee, Tina Sederholm, Anthony C. Roman, Ria Sankar, Sherrie Caltagirone, Juan Lavista Ferres
A machine learning pipeline for aiding school identification from child trafficking images. GoodIT (2021)
Jean-François Rajotte, Sumit Mukherjee, Caleb Robinson, Anthony Ortiz, Christopher West, Juan Lavista Ferres, Raymond T. Ng
Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary. CoRR (2021)
Meghana Kshirsagar, Caleb Robinson, Siyu Yang, Shahrzad Gholami, Ivan Klyuzhin, Sumit Mukherjee, Md Nasir, Anthony Ortiz, Felipe Oviedo, Darren Tanner, Anusua Trivedi, Yixi Xu, Ming Zhong, Bistra Dilkina, Rahul Dodhia, Juan M. Lavista Ferres
Becoming Good at AI for Good. AIES (2021)
Jean-François Rajotte, Sumit Mukherjee, Caleb Robinson, Anthony Ortiz, Christopher West, Juan M. Lavista Ferres, Raymond T. Ng
Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary. GoodIT (2021)
Sumit Mukherjee, Tina Sederholm, Anthony C. Roman, Ria Sankar, Sherrie Caltagirone, Juan Lavista Ferres
A machine learning pipeline for aiding school identification from child trafficking images. CoRR (2021)
Sumit Mukherjee, Yixi Xu, Anusua Trivedi, Nabajyoti Patowary, Juan Lavista Ferres
privGAN: Protecting GANs from membership inference attacks at low cost to utility. Proc. Priv. Enhancing Technol. 2021 (3) (2021)
Sumit Mukherjee, Yixi Xu, Anusua Trivedi, Juan Lavista Ferres
Protecting GANs against privacy attacks by preventing overfitting. CoRR (2020)
Xiyang Liu, Yixi Xu, Sumit Mukherjee, Juan Lavista Ferres
MACE: A Flexible Framework for Membership Privacy Estimation in Generative Models. CoRR (2020)
Bhaswar B. Bhattacharya, Somabha Mukherjee, Sumit Mukherjee
The Second-Moment Phenomenon for Monochromatic Subgraphs. SIAM J. Discret. Math. 34 (1) (2020)
Sumit Mukherjee, Nicholas Becker, William Weeks, Juan Lavista Ferres
Using internet search trends to forecast short term drug overdose deaths: A case study on Connecticut. ICMLA (2020)
Sabyasachi Chatterjee, Sumit Mukherjee
Estimation in Tournaments and Graphs Under Monotonicity Constraints. IEEE Trans. Inf. Theory 65 (6) (2019)
Anusua Trivedi, Sumit Mukherjee, Edmund Tse, Anne Ewing, Juan Lavista Ferres
Risks of Using Non-verified Open Data: A case study on using Machine Learning techniques for predicting Pregnancy Outcomes in India. CoRR (2019)
Bhaswar B. Bhattacharya, Sumit Mukherjee
Limit theorems for monochromatic stars. Random Struct. Algorithms 55 (4) (2019)
Bhaswar B. Bhattacharya, Sumit Mukherjee
Monochromatic subgraphs in randomly colored graphons. Eur. J. Comb. 81 (2019)
Sumit Mukherjee, Sukhen Das Mandal, Nikita Gupta, Matan Drory Retwitzer, Danny Barash, Supratim Sengupta
RiboD: a comprehensive database for prokaryotic riboswitches. Bioinform. 35 (18) (2019)
Sumit Mukherjee, Thanneer M. Perumal, Kenneth Daily, Solveig K. Sieberts, Larsson Omberg, Christoph Preuss, Gregory W. Carter, Lara Mangravite, Benjamin A. Logsdon
Identifying and ranking potential driver genes of Alzheimer's disease using multiview evidence aggregation. Bioinform. 35 (14) (2019)
Alberto Carignano, Sumit Mukherjee, Abhyudai Singh, Georg Seelig
Extrinsic Noise Suppression in Micro RNA Mediated Incoherent Feedforward Loops. CDC (2018)
Sumit Mukherjee, Alberto Carignano, Georg Seelig, Su-In Lee
Identifying progressive gene network perturbation from single-cell RNA-seq data. EMBC (2018)
Sumit Mukherjee, Yue Zhang, Joshua Fan, Georg Seelig, Sreeram Kannan
Scalable preprocessing for sparse scRNA-seq data exploiting prior knowledge. Bioinform. 34 (13) (2018)
Sumit Mukherjee, Supratim Sengupta
Riboswitch Scanner: an efficient pHMM-based web-server to detect riboswitches in genomic sequences. Bioinform. 32 (5) (2016)
Bhaswar B. Bhattacharya, Sumit Mukherjee
Exact and asymptotic results on coarse Ricci curvature of graphs. Discret. Math. 338 (1) (2015)
Sayan Saha, Saptarshi Das, Anindya Pakhira, Sumit Mukherjee, Indranil Pan
Comparative Studies on Decentralized Multiloop PID Controller Design Using Evolutionary Algorithms CoRR (2013)
Saptarshi Das, Sumit Mukherjee, Shantanu Das, Indranil Pan, Amitava Gupta
Continuous Order Identification of PHWR Models Under Step-back for the Design of Hyper-damped Power Tracking Controller with Enhanced Reactor Safety. CoRR (2013)
John T. Wen, Sandipan Mishra, Sumit Mukherjee, Nicholas Tantisujjatham, Matt Minakais
Building temperature control with adaptive feedforward. CDC (2013)
Sumit Mukherjee, Sandipan Mishra, John T. Wen
Building temperature control: A passivity-based approach. CDC (2012)
Sayan Saha, Saptarshi Das, Anish Acharya, Abhishek Kumar, Sumit Mukherjee, Indranil Pan, Amitava Gupta
Identification of Nonlinear Systems From the Knowledge Around Different Operating Conditions: A Feed-Forward Multi-Layer ANN Based Approach CoRR (2012)