57 citations · 86 across the 4 of their papers we have counts for
4 papers
Statistical Decision Theory Respecting Stochastic Dominance
Charles F. Manski, Aleksey Tetenov
The statistical decision theory pioneered by Wald (1950) has used state-dependent mean loss (risk) to measure the performance of statistical decision functions across potential sam…
Constrained Classification and Policy Learning
Toru Kitagawa, Shosei Sakaguchi, Aleksey Tetenov
Modern machine learning approaches to classification, including AdaBoost, support vector machines, and deep neural networks, utilize surrogate loss techniques to circumvent the com…
Statistical Decision Properties of Imprecise Trials Assessing COVID-19 Drugs
Charles F. Manski, Aleksey Tetenov
As the COVID-19 pandemic progresses, researchers are reporting findings of randomized trials comparing standard care with care augmented by experimental drugs. The trials have smal…
Clinical trial design enabling ε-optimal treatment rules
Charles F. Manski, Aleksey Tetenov
Medical research has evolved conventions for choosing sample size in randomized clinical trials that rest on the theory of hypothesis testing. Bayesians have argued that trials sho…