Analysis and Design of Optimization Algorithms via Integral Quadratic Constraints.
Laurent LessardBenjamin RechtAndrew K. PackardPublished in: SIAM J. Optim. (2016)
Keyphrases
- optimization problems
- multidisciplinary design optimization
- discrete optimization
- constrained optimization
- computational complexity
- learning algorithm
- theoretical analysis
- evolutionary algorithm
- data analysis
- optimization criteria
- significant improvement
- computationally efficient
- data structure
- global optimization
- case study
- optimal design
- non binary
- dual variables
- neural network
- np hard optimization problems
- penalty functions
- stochastic gradient
- nonlinear programming
- orders of magnitude
- benchmark datasets