Optimal Convergence Rates for Convex Distributed Optimization in Networks.
Kevin ScamanFrancis R. BachSébastien BubeckYin Tat LeeLaurent MassouliéPublished in: J. Mach. Learn. Res. (2019)
Keyphrases
- convergence rate
- global convergence
- dynamic programming
- line search
- convergence speed
- learning rate
- risk minimization
- convex optimization
- numerical stability
- optimization problems
- optimization algorithm
- global optimization
- globally optimal
- number of iterations required
- gradient method
- convex relaxation
- primal dual
- mutation operator
- step size
- global optimality
- optimal solution
- optimization methods
- optimization method
- linear program
- multi objective
- optimal kernel