SVM Hyper-parameters optimization using quantized multi-PSO in dynamic environment.
Dhruba Jyoti KalitaShailendra SinghPublished in: Soft Comput. (2020)
Keyphrases
- dynamic environments
- hyperparameters
- support vector
- grid search
- model selection
- cross validation
- parameter optimization
- ls svm
- optimization algorithm
- mobile robot
- bayesian inference
- closed form
- path planning
- support vector machine svm
- support vector machine
- random sampling
- noise level
- prior information
- bayesian framework
- particle swarm optimization
- sample size
- maximum a posteriori
- knn
- em algorithm
- bayesian methods
- maximum likelihood
- feature selection
- generalization ability
- incomplete data
- prior knowledge
- genetic algorithm
- worst case
- incremental learning
- differential evolution