Search Results for author: Olga Vitek

Found 4 papers, 2 papers with code

Experimental design for causal query estimation in partially observed biomolecular networks

no code implementations24 Oct 2022 Sara Mohammad-Taheri, Vartika Tewari, Rohan Kapre, Ehsan Rahiminasab, Karen Sachs, Charles Tapley Hoyt, Jeremy Zucker, Olga Vitek

Therefore, designing an experiment based on a well-chosen subset of network components can increase estimation accuracy, and reduce experimental and computational costs.

Experimental Design

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

1 code implementation13 Jan 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

This manuscript proposes a general approach for querying a causal biological knowledge graph, and converting the qualitative result into a quantitative structural causal model that can learn from data to answer the question.

Counterfactual Inference

On the Impact of Programming Languages on Code Quality

no code implementations29 Jan 2019 Emery D. Berger, Celeste Hollenbeck, Petr Maj, Olga Vitek, Jan Vitek

This paper is a reproduction of work by Ray et al. which claimed to have uncovered a statistically significant association between eleven programming languages and software defects in projects hosted on GitHub.

Software Engineering

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