The Perturbed Prox-Preconditioned Spider Algorithm for EM-Based Large Scale Learning.
Gersende FortEric MoulinesPublished in: SSP (2021)
Keyphrases
- learning algorithm
- expectation maximization
- learning speed
- experimental evaluation
- np hard
- dynamic programming
- detection algorithm
- optimization algorithm
- neural network
- learning phase
- segmentation algorithm
- probabilistic model
- computational cost
- preprocessing
- computational complexity
- data sets
- machine learning
- high accuracy
- simulated annealing
- online learning
- maximum likelihood
- unsupervised learning
- reinforcement learning
- mixture model
- learned models
- inductive inference
- incremental learning
- convergence rate
- learning tasks
- parameter estimation
- theoretical analysis
- cost function
- generative model
- em algorithm
- learning process
- worst case
- k means
- prior knowledge