Theoretical Statistics: Topics for a Core Course

By R. Keener. 2010

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An Actor-Critic Contextual Bandit Algorithm for Personalized Mobile Health Interventions (2017, background): “Arguments in the proof are parallel to those in Theorem 9.4 in Keener (2010).”
A Swiss Army Infinitesimal Jackknife (2018, methodology): “…by Keener [2011, Theorem 9.2] applied to each element of the matrix h n ( θ ), using a union bound over each of the D 2 entries, sup Consequently, and Finally, applying Lemma 8 to 1 Consequently, However, again by Keener [2011, Theorem 9.2], sup This notebook requires Jupyter notebook extensions.”
Communication-efficient algorithms for statistical optimization (2012, methodology): “These conditions are standard in classical statistical analysis of M-estimators (e.g., Lehmann and Casella, 1998; Keener, 2010).”