A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization.
Cédric JoszYi OuyangRichard Y. ZhangJavad LavaeiSomayeh SojoudiPublished in: NeurIPS (2018)
Keyphrases
- image restoration and reconstruction
- optimization problems
- global optimization
- globally convergent
- nonlinear programming
- benchmark problems
- mathematical programming
- theoretical framework
- markov random field
- variational inequalities
- combinatorial optimization
- optimization algorithm
- convex optimization
- optimization method
- constrained optimization
- optimal solution
- candidate solutions
- lagrange multipliers
- optimization strategies
- np hard optimization problems
- optimization criteria
- optimality conditions
- optimization methods
- solution space
- particle swarm optimization