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Offline Estimation of Controlled Markov Chains: Minimax Nonparametric Estimators and Sample Efficiency


Nov 15, 2022
Imon Banerjee, Harsha Honnappa, Vinayak Rao

* 67 pages, 23 main-47 appendix 

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Meta Sparse Principal Component Analysis


Aug 19, 2022
Imon Banerjee, Jean Honorio

* 29 pages, 7 figures 

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Augmenting Vision Language Pretraining by Learning Codebook with Visual Semantics


Jul 31, 2022
Xiaoyuan Guo, Jiali Duan, C. -C. Jay Kuo, Judy Wawira Gichoya, Imon Banerjee

* 7 pages, 4 figures, ICPR2022. arXiv admin note: text overlap with arXiv:2203.00048 

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Advances in Prediction of Readmission Rates Using Long Term Short Term Memory Networks on Healthcare Insurance Data


Jun 30, 2022
Shuja Khalid, Francisco Matos, Ayman Abunimer, Joel Bartlett, Richard Duszak, Michal Horny, Judy Gichoya, Imon Banerjee, Hari Trivedi

* 7 pages, 3 figures, 3 tables 

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PathologyBERT -- Pre-trained Vs. A New Transformer Language Model for Pathology Domain


May 13, 2022
Thiago Santos, Amara Tariq, Susmita Das, Kavyasree Vayalpati, Geoffrey H. Smith, Hari Trivedi, Imon Banerjee

* submitted to "American Medical Informatics Association (AMIA)" 2022 Annual Symposium 

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Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission


Apr 14, 2022
Siyi Tang, Amara Tariq, Jared Dunnmon, Umesh Sharma, Praneetha Elugunti, Daniel Rubin, Bhavik N. Patel, Imon Banerjee


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OSCARS: An Outlier-Sensitive Content-Based Radiography Retrieval System


Apr 06, 2022
Xiaoyuan Guo, Jiali Duan, Saptarshi Purkayastha, Hari Trivedi, Judy Wawira Gichoya, Imon Banerjee

* 12 pages, 6 figures, 2 tables 

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The EMory BrEast imaging Dataset (EMBED): A Racially Diverse, Granular Dataset of 3.5M Screening and Diagnostic Mammograms


Feb 08, 2022
Jiwoong J. Jeong, Brianna L. Vey, Ananth Reddy, Thomas Kim, Thiago Santos, Ramon Correa, Raman Dutt, Marina Mosunjac, Gabriela Oprea-Ilies, Geoffrey Smith, Minjae Woo, Christopher R. McAdams, Mary S. Newell, Imon Banerjee, Judy Gichoya, Hari Trivedi


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MedShift: identifying shift data for medical dataset curation


Dec 27, 2021
Xiaoyuan Guo, Judy Wawira Gichoya, Hari Trivedi, Saptarshi Purkayastha, Imon Banerjee

* 35 pages, 28 figures, 2 tables 

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RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR


Nov 27, 2021
Yuyin Zhou, Shih-Cheng Huang, Jason Alan Fries, Alaa Youssef, Timothy J. Amrhein, Marcello Chang, Imon Banerjee, Daniel Rubin, Lei Xing, Nigam Shah, Matthew P. Lungren

* RadFusion dataset: https://stanfordaimi.azurewebsites.net/datasets/3a7548a4-8f65-4ab7-85fa-3d68c9efc1bd 

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