Search Results for author: Jindong Tong

Found 1 papers, 0 papers with code

New Sample Complexity Bounds for (Regularized) Sample Average Approximation in Several Heavy-Tailed, Non-Lipschitzian, and High-Dimensional Cases

no code implementations1 Jan 2024 Hongcheng Liu, Jindong Tong

In response, this paper presents three sets of results: First, we show that the (R)SAA is effective even if the objective function is not necessarily Lipschitz and the underlying distribution admits some bounded central moments only at (near-)optimal solutions.

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