A unified online decision-making framework that learns context-dependent CDFs via infinite-dimensional functional regression, with regret controlled by the eigenvalue decay of a design integral operator.
Define piecewise polynomial space associated with Pr S r h = n u : [0, 1] → R : u Ik ∈ Pr, 1 ≤ k ≤ n o
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Contextual Online Decision Making with Infinite-Dimensional Functional Regression
A unified online decision-making framework that learns context-dependent CDFs via infinite-dimensional functional regression, with regret controlled by the eigenvalue decay of a design integral operator.