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An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises


Jun 15, 2021
Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres


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A machine learning pipeline for aiding school identification from child trafficking images


Jun 09, 2021
Sumit Mukherjee, Tina Sederholm, Anthony C. Roman, Ria Sankar, Sherrie Caltagirone, Juan Lavista Ferres


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Variational Inference in high-dimensional linear regression


Apr 25, 2021
Sumit Mukherjee, Subhabrata Sen

* 39 pages 

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Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary


Jan 18, 2021
Jean-Francois Rajotte, Sumit Mukherjee, Caleb Robinson, Anthony Ortiz, Christopher West, Juan Lavista Ferres, Raymond T Ng

* 10 pages, 10 figures 

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MACE: A Flexible Framework for Membership Privacy Estimation in Generative Models


Sep 11, 2020
Xiyang Liu, Yixi Xu, Sumit Mukherjee, Juan Lavista Ferres


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Protecting GANs against privacy attacks by preventing overfitting


Jan 03, 2020
Sumit Mukherjee, Yixi Xu, Anusua Trivedi, Juan Lavista Ferres


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


Oct 21, 2019
Anusua Trivedi, Sumit Mukherjee, Edmund Tse, Anne Ewing, Juan Lavista Ferres

* Presented at NeurIPS 2019 Workshop on Machine Learning for the Developing World 

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Comparative Studies on Decentralized Multiloop PID Controller Design Using Evolutionary Algorithms


Jan 05, 2013
Sayan Saha, Saptarshi Das, Anindya Pakhira, Sumit Mukherjee, Indranil Pan

* Engineering and Systems (SCES), 2012 Students Conference on; Allahabad, March 2012 
* 6 pages, 9 figures 

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


Dec 18, 2012
Sayan Saha, Saptarshi Das, Anish Acharya, Abhishek Kumar, Sumit Mukherjee, Indranil Pan, Amitava Gupta

* "6 pages, 9 figures; The Second IEEE International Conference on Parallel, Distributed and Grid Computing (PDGC-2012), December 2012, Solan" 

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