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Sep 11, 2013 · In this paper, we have proposed two incrementally updated gradient methods for minimizing the sum of smooth functions and a convex function.
This method can use a (sufficiently small) constant stepsize or, more practically, an adaptive stepsize that is decreased whenever sufficient progress is not ...
Sep 11, 2013 · Abstract We consider incrementally updated gradient methods for minimizing the sum of smooth functions and a convex function.
We consider incrementally updated gradient methods for minimizing the sum of smooth functions and a convex function. This method can use a (sufficiently ...
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Mar 2, 2023 · This problem finds an application in computation of the best equilibrium in nonlinear complementarity problems arising in transportation ...
Jun 14, 2020 · Our focus in this paper lies in addressing both of these challenges. We develop an algorithm called averaged iteratively regularized incremental ...
An iteratively regularized incremental gradient method where at each iteration, agents communicate over a directed cycle graph to update their solution ...
This work enables IG methods to address large-scale nonlinearly constrained optimization prob- lems efficiently. Our main contributions are as follows: (i) ...
Dec 5, 2023 · We develop an iteratively regularized incremental gradient method where at each iteration, agents communicate over a directed cycle graph to.