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Do-calculus enables causal reasoning with latent variable models


Feb 12, 2021
Sara Mohammad-Taheri, Robert Ness, Jeremy Zucker, Olga Vitek

* 7 pages, 4 figures, Under review process 

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Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis


Jan 13, 2021
Jeremy Zucker, Kaushal Paneri, Sara Mohammad-Taheri, Somya Bhargava, Pallavi Kolambkar, Craig Bakker, Jeremy Teuton, Charles Tapley Hoyt, Kristie Oxford, Robert Ness, Olga Vitek

* In proceeding of IEEE, Transactions on Big Data 

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Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems


Nov 06, 2019
Robert Osazuwa Ness, Kaushal Paneri, Olga Vitek

* Accepted to Thirty-third Conference on Neural Information Processing Systems (2019) 

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