Predicting Resource Usage in Edge Computing Infrastructures with CNN and a Hybrid Bayesian Particle Swarm Hyper-parameter Optimization Model.
John ViolosTita PagoulatouStylianos TsanakasKonstantinos TserpesTheodora A. VarvarigouPublished in: SAI (2) (2021)
Keyphrases
- optimization model
- particle swarm
- resource usage
- hyperparameters
- optimization method
- optimization process
- hybrid optimization algorithm
- particle swarm optimization
- particle swarm optimization algorithm
- bayesian inference
- maximum likelihood
- resource management
- multi objective
- swarm intelligence
- evolutionary algorithm
- model selection
- optimization methods
- resource allocation
- fitness function
- cross validation
- pso algorithm
- genetic algorithm
- real time
- edge detection
- hybrid algorithm
- differential evolution
- optimization algorithm
- genetic programming
- probabilistic model
- bayesian networks
- resource consumption
- noise level
- missing values
- random sampling
- management system
- support vector
- image segmentation
- artificial intelligence
- prior information