Data-Driven Stochastic Robust Optimization: General Computational Framework and Algorithm Leveraging Machine Learning for Optimization under Uncertainty in the Big Data Era.
Chao NingFengqi YouPublished in: Comput. Chem. Eng. (2018)
Keyphrases
- big data
- computational framework
- robust optimization
- machine learning
- data driven
- learning algorithm
- stochastic optimization
- cloud computing
- combinatorial optimization
- dynamic programming
- data processing
- stochastic programming
- social networks
- objective function
- social media
- np hard
- search space
- chance constrained
- linear programming
- semidefinite programming
- network flow
- mathematical programming
- benchmark problems
- linear program
- information processing
- data mining
- particle swarm optimization