A Stepwise Auto-Profiling Method for Performance Optimization of Streaming Applications.
Xunyun LiuAmir Vahid DastjerdiRodrigo N. CalheirosChenhao QuRajkumar BuyyaPublished in: ACM Trans. Auton. Adapt. Syst. (2018)
Keyphrases
- clustering method
- synthetic data
- dynamic programming
- theoretical analysis
- computationally efficient
- segmentation method
- significant improvement
- high precision
- fully automatic
- optimization method
- objective function
- classification method
- optimization process
- detection method
- optimization algorithm
- optimization scheme
- model selection
- neural network
- probabilistic model
- computational cost
- prior knowledge
- pairwise
- preprocessing
- learning algorithm
- detection algorithm
- optimization problems
- high accuracy
- experimental evaluation
- data streams