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cs.LG2020
Bayesian Meta-Prior Learning Using Empirical Bayes
Sareh Nabi, Houssam Nassif, Joseph Hong +2
Adding domain knowledge to a learning system is known to improve results. In multi-parameter Bayesian frameworks, such knowledge is incorporated as a prior. On the other hand, vari…
cs.LG2018★ 3 cited
Balanced Linear Contextual Bandits
Maria Dimakopoulou, Zhengyuan Zhou, Susan Athey +1
Contextual bandit algorithms are sensitive to the estimation method of the outcome model as well as the exploration method used, particularly in the presence of rich heterogeneity…