Online Optimization in Cloud Resource Provisioning: Predictions, Regrets, and Algorithms.
Joshua ComdenSijie YaoNiangjun ChenHaipeng XingZhenhua LiuPublished in: SIGMETRICS (Abstracts) (2019)
Keyphrases
- optimization problems
- discrete optimization
- times faster
- combinatorial optimization
- orders of magnitude
- evolutionary algorithm
- optimization algorithm
- online learning
- global optimization
- machine learning
- theoretical analysis
- computationally efficient
- optimization methods
- online algorithms
- computational complexity
- stochastic search
- website
- efficient optimization
- efficient implementation
- machine learning algorithms
- graph theory
- data center
- recently developed
- computationally expensive
- computational efficiency
- cloud computing
- data mining techniques
- simulated annealing
- worst case
- computational cost
- data structure
- social networks