Prescriptive Analytics Through Constrained Bayesian Optimization.
Haripriya HarikumarSantu RanaSunil GuptaThin NguyenRamachandra KaimalSvetha VenkateshPublished in: PAKDD (1) (2018)
Keyphrases
- concave convex procedure
- optimization algorithm
- maximum likelihood
- optimization problems
- data driven
- business intelligence
- optimization strategies
- optimization process
- global optimization
- posterior probability
- discrete optimization
- saddle point
- optimization methods
- data sets
- bayesian analysis
- case study
- monte carlo sampling
- bayesian decision
- learning analytics
- lagrange multipliers
- optimization model
- bayesian inference
- big data
- optimization method
- data management
- learning algorithm