Fast Incremental Expectation Maximization for finite-sum optimization: nonasymptotic convergence.
Gersende FortP. GachEric MoulinesPublished in: CoRR (2020)
Keyphrases
- expectation maximization
- em algorithm
- global convergence
- evolutionary multiobjective
- faster convergence
- optimization process
- optimization problems
- optimization algorithm
- global optimization
- constrained optimization
- convergence rate
- optimization methods
- maximum likelihood
- generative model
- incremental learning
- evolutionary algorithm
- probabilistic model
- data driven
- optimization model
- finite number
- image reconstruction
- mathematical programming
- convergence speed
- probability density function
- image segmentation
- combinatorial optimization
- optimization method
- convergence analysis
- mixture model