Zobrazeno 1 - 10
of 21
pro vyhledávání: '"Sani, Numair"'
Autor:
Sani, Numair, Mastakouri, Atalanti A.
Probabilities of Causation (PoC) play a fundamental role in decision-making in law, health care and public policy. Nevertheless, their point identification is challenging, requiring strong assumptions, in the absence of which only bounds can be deriv
Externí odkaz:
http://arxiv.org/abs/2310.08406
Probabilities of Causation play a fundamental role in decision making in law, health care and public policy. Nevertheless, their point identification is challenging, requiring strong assumptions such as monotonicity. In the absence of such assumption
Externí odkaz:
http://arxiv.org/abs/2304.02023
Deep neural networks for computer vision are deployed in increasingly safety-critical and socially-impactful applications, motivating the need to close the gap in model performance under varied, naturally occurring imaging conditions. Robustness, amb
Externí odkaz:
http://arxiv.org/abs/2112.00639
In many applications, researchers are interested in the direct and indirect causal effects of a treatment or exposure on an outcome of interest. Mediation analysis offers a rigorous framework for identifying and estimating these causal effects. For b
Externí odkaz:
http://arxiv.org/abs/2105.09254
Black box models in machine learning have demonstrated excellent predictive performance in complex problems and high-dimensional settings. However, their lack of transparency and interpretability restrict the applicability of such models in critical
Externí odkaz:
http://arxiv.org/abs/2006.04732
Causal approaches to post-hoc explainability for black-box prediction models (e.g., deep neural networks trained on image pixel data) have become increasingly popular. However, existing approaches have two important shortcomings: (i) the "explanatory
Externí odkaz:
http://arxiv.org/abs/2006.02482
Publikováno v:
Special Session on Intelligent Data Mining, IEEE Big Data Conference, Washington, DC, December 2016
According to NSDUH (National Survey on Drug Use and Health), 20 million Americans consumed drugs in the past few 30 days. Combating illicit drug use is of great interest to public health and law enforcement agencies. Despite of the importance, most o
Externí odkaz:
http://arxiv.org/abs/1611.08351
Drug use by people is on the rise and is of great interest to public health agencies and law enforcement agencies. As found by the National Survey on Drug Use and Health, 20 million Americans aged 12 years or older consumed illicit drugs in the past
Externí odkaz:
http://arxiv.org/abs/1604.07096
Autor:
Tecle, Nahom, Teitel, Jack, Morris, Michael R., Sani, Numair, Mitten, David, Hammert, Warren C.
Publikováno v:
In Journal of Hand Surgery March 2020 45(3):175-181
In many applications, researchers are interested in the direct and indirect causal effects of an intervention on an outcome of interest. Mediation analysis offers a rigorous framework for the identification and estimation of such causal quantities. I
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::edd126f8fd938f93e7bd0f0526fcf1a1