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math.OC2022★ 3 cited
A First-Order Numerical Algorithm without Matrix Operations
Muhammad Adil, Ramtin Madani, Sasan Tavakkol +1
This paper offers a matrix-free first-order numerical method to solve large-scale conic optimization problems. Solving systems of linear equations pose the most computationally cha…
math.OC2021★ 3 cited
Rapid Convergence of First-Order Numerical Algorithms via Adaptive Conditioning
Muhammad Adil, Sasan Tavakkol, Ramtin Madani
This paper is an attempt to remedy the problem of slow convergence for first-order numerical algorithms by proposing an adaptive conditioning heuristic. First, we propose a paralle…