Optimization over the Pareto outcome set associated with a convex bi-objective optimization problem: theoretical results, deterministic algorithm and application to the stochastic case.
Henri BonnelJulien CollongePublished in: J. Glob. Optim. (2015)
Keyphrases
- optimization algorithm
- theoretical analysis
- convex hull
- initial set
- learning algorithm
- np hard
- input data
- detection algorithm
- multi objective
- monte carlo sampling
- cost function
- dynamic programming
- constrained optimization
- worst case
- optimization process
- expectation maximization
- monte carlo
- globally optimal
- packing problem
- decomposition algorithm
- similarity measure
- simulated annealing
- probability distribution
- probabilistic model
- k means
- objective function
- segmentation algorithm
- linear programming
- image set
- convergence rate
- convex optimization
- piecewise linear
- convex relaxation
- search space
- global convergence
- optimization criteria
- bayesian networks