Sumit Mukherjee

Orcid: 0009-0005-5025-9437

According to our database1, Sumit Mukherjee authored at least 33 papers between 2012 and 2024.

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Bibliography

2024
Synthesizing Proton-Density Fat Fraction and R<sub>2</sub><sup>*</sup> from 2-point Dixon MRI with Generative Machine Learning.
CoRR, 2024

On Naive Mean-Field Approximation for high-dimensional canonical GLMs.
CoRR, 2024

2023
A computational approach for the identification of distant homologs of bacterial riboswitches based on inverse RNA folding.
Briefings Bioinform., May, 2023

Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data.
CoRR, 2023

2022
Mace: A flexible framework for membership privacy estimation in generative models.
Trans. Mach. Learn. Res., 2022

Variational Inference in high-dimensional linear regression.
J. Mach. Learn. Res., 2022

eXtreme Gradient Boosting Scheme for Fundus Vessels Separation.
Proceedings of the Computational Intelligence in Communications and Business Analytics, 2022

2021
privGAN: Protecting GANs from membership inference attacks at low cost to utility.
Proc. Priv. Enhancing Technol., 2021

COVID19 Drug Repository: text-mining the literature in search of putative COVID19 therapeutics.
Nucleic Acids Res., 2021

An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises.
CoRR, 2021

Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary.
Proceedings of the GoodIT '21: Conference on Information Technology for Social Good, 2021

A machine learning pipeline for aiding school identification from child trafficking images.
Proceedings of the GoodIT '21: Conference on Information Technology for Social Good, 2021


2020
The Second-Moment Phenomenon for Monochromatic Subgraphs.
SIAM J. Discret. Math., 2020

MACE: A Flexible Framework for Membership Privacy Estimation in Generative Models.
CoRR, 2020

Protecting GANs against privacy attacks by preventing overfitting.
CoRR, 2020

Using internet search trends to forecast short term drug overdose deaths: A case study on Connecticut.
Proceedings of the 19th IEEE International Conference on Machine Learning and Applications, 2020

2019
Estimation in Tournaments and Graphs Under Monotonicity Constraints.
IEEE Trans. Inf. Theory, 2019

Limit theorems for monochromatic stars.
Random Struct. Algorithms, 2019

Monochromatic subgraphs in randomly colored graphons.
Eur. J. Comb., 2019

Risks of Using Non-verified Open Data: A case study on using Machine Learning techniques for predicting Pregnancy Outcomes in India.
CoRR, 2019

Identifying and ranking potential driver genes of Alzheimer's disease using multiview evidence aggregation.
Bioinform., 2019

RiboD: a comprehensive database for prokaryotic riboswitches.
Bioinform., 2019

2018
Scalable preprocessing for sparse scRNA-seq data exploiting prior knowledge.
Bioinform., 2018

Identifying progressive gene network perturbation from single-cell RNA-seq data.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Extrinsic Noise Suppression in Micro RNA Mediated Incoherent Feedforward Loops.
Proceedings of the 57th IEEE Conference on Decision and Control, 2018

2016
Riboswitch Scanner: an efficient pHMM-based web-server to detect riboswitches in genomic sequences.
Bioinform., 2016

2015
Exact and asymptotic results on coarse Ricci curvature of graphs.
Discret. Math., 2015

2013
Comparative Studies on Decentralized Multiloop PID Controller Design Using Evolutionary Algorithms
CoRR, 2013

Continuous Order Identification of PHWR Models Under Step-back for the Design of Hyper-damped Power Tracking Controller with Enhanced Reactor Safety.
CoRR, 2013

Building temperature control with adaptive feedforward.
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013

2012
Identification of Nonlinear Systems From the Knowledge Around Different Operating Conditions: A Feed-Forward Multi-Layer ANN Based Approach
CoRR, 2012

Building temperature control: A passivity-based approach.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012


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