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Found 5 papers, 1 papers with code
Fast Approximation of the Shapley Values Based on Order-of-Addition Experimental Designs
Specifically, in a $d$-player coalition game, calculating a Shapley value requires the evaluation of $d!$ or $2^d$ marginal contribution values, depending on whether we are taking the permutation or combination formulation of the Shapley value.
Query-augmented Active Metric Learning
In particular, we augment the queried constraints by generating more pairwise labels to provide additional information in learning a metric to enhance clustering performance.
Near-optimal Individualized Treatment Recommendations
These numerical studies have shown the usefulness of the proposed A-ITR framework.
Boosting Algorithms for Estimating Optimal Individualized Treatment Rules
We present nonparametric algorithms for estimating optimal individualized treatment rules.
Multicategory Angle-based Learning for Estimating Optimal Dynamic Treatment Regimes with Censored Data
An optimal dynamic treatment regime (DTR) consists of a sequence of decision rules in maximizing long-term benefits, which is applicable for chronic diseases such as HIV infection or cancer.
