no code implementations • 24 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.
1 code implementation • 13 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.
1 code implementation • NeurIPS 2019 • Robert Osazuwa Ness, Kaushal Paneri, Olga Vitek
In contrast, structural causal models support counterfactual inference, but do not identify the mechanisms.
no code implementations • 29 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