Scheduling Workflow Tasks With Unknown Task Execution Time by Combining Machine-Learning and Greedy-Optimization.
Yuanhao YangHong ShenHui TianPublished in: IEEE Trans. Serv. Comput. (2024)
Keyphrases
- machine learning
- computational grids
- scheduling problem
- feature selection
- greedy algorithm
- workflow management systems
- optimization algorithm
- data flow
- squeaky wheel
- control flow
- transfer learning
- optimization problems
- data mining
- workflow execution
- scheduling algorithm
- decision trees
- higher priority
- learning algorithm
- scientific workflows
- workflow systems
- search algorithm
- multiple objectives
- machine learning methods
- active learning
- support vector machine
- web services
- stochastic search
- search space
- learning tasks
- vehicle routing
- process model
- dynamic programming
- concurrent execution
- business processes
- transactional properties
- text classification