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Shounak Datta

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL

Counterfactual Representation Learning with Balancing Weights

Oct 23, 2020
Serge Assaad, Shuxi Zeng, Chenyang Tao, Shounak Datta, Nikhil Mehta, Ricardo Henao, Fan Li, Lawrence Carin


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Double Robust Representation Learning for Counterfactual Prediction

Oct 16, 2020
Shuxi Zeng, Serge Assaad, Chenyang Tao, Shounak Datta, Lawrence Carin, Fan Li

* 18 pages, 5 figures, 2 Tables 

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RetiNerveNet: Using Recursive Deep Learning to Estimate Pointwise 24-2 Visual Field Data based on Retinal Structure

Oct 15, 2020
Shounak Datta, Eduardo B. Mariottoni, David Dov, Alessandro A. Jammal, Lawrence Carin, Felipe A. Medeiros


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Appropriateness of Performance Indices for Imbalanced Data Classification: An Analysis

Aug 26, 2020
Sankha Subhra Mullick, Shounak Datta, Sourish Gunesh Dhekane, Swagatam Das

* Pattern Recognition, 102, p.107197 (2020) 
* Published in Pattern Recognition (Elsevier) 

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One Sparse Perturbation to Fool them All, almost Always!

Apr 30, 2020
Arka Ghosh, Sankha Subhra Mullick, Shounak Datta, Swagatam Das, Rammohan Mallipeddi, Asit Kr. Das


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Application of Deep Interpolation Network for Clustering of Physiologic Time Series

Apr 27, 2020
Yanjun Li, Yuanfang Ren, Tyler J. Loftus, Shounak Datta, M. Ruppert, Ziyuan Guan, Dapeng Wu, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac


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Interpretable Multi-Task Deep Neural Networks for Dynamic Predictions of Postoperative Complications

Apr 27, 2020
Benjamin Shickel, Tyler J. Loftus, Shounak Datta, Tezcan Ozrazgat-Baslanti, Azra Bihorac, Parisa Rashidi


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Generative Adversarial Minority Oversampling

Apr 03, 2019
Sankha Subhra Mullick, Shounak Datta, Swagatam Das

* Codes are available at https://github.com/SankhaSubhra/GAMO 

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Fuzzy Clustering to Identify Clusters at Different Levels of Fuzziness: An Evolutionary Multi-Objective Optimization Approach

Aug 09, 2018
Avisek Gupta, Shounak Datta, Swagatam Das

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Clustering with Missing Features: A Penalized Dissimilarity Measure based approach

Jul 07, 2018
Shounak Datta, Supritam Bhattacharjee, Swagatam Das


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Diversifying Support Vector Machines for Boosting using Kernel Perturbation: Applications to Class Imbalance and Small Disjuncts

Dec 22, 2017
Shounak Datta, Sayak Nag, Sankha Subhra Mullick, Swagatam Das

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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