13 citations · 25 across the 5 of their papers we have counts for
3 papers · 1 filter
Asynchronous Optimization over Graphs: Linear Convergence under Error Bound Conditions
Loris Cannelli, Francisco Facchinei, Gesualdo Scutari +1
We consider convex and nonconvex constrained optimization with a partially separable objective function: agents minimize the sum of local objective functions, each of which is know…
Asynchronous Parallel Algorithms for Nonconvex Big-Data Optimization. Part II: Complexity and Numerical Results
Loris Cannelli, Francisco Facchinei, Vyacheslav Kungurtsev +1
We present complexity and numerical results for a new asynchronous parallel algorithmic method for the minimization of the sum of a smooth nonconvex function and a convex nonsmooth…
Asynchronous Parallel Algorithms for Nonconvex Optimization
Loris Cannelli, Francisco Facchinei, Vyacheslav Kungurtsev +1
We propose a new asynchronous parallel block-descent algorithmic framework for the minimization of the sum of a smooth nonconvex function and a nonsmooth convex one, subject to bot…