BoGraph: structured bayesian optimization from logs for expensive systems with many parameters.
Sami AlabedEiko YonekiPublished in: EuroMLSys@EuroSys (2022)
Keyphrases
- maximum likelihood
- fine tuning
- complex systems
- artificial intelligence
- bayesian inference
- real world
- highly non linear
- hyperparameters
- global optimization
- retrieval systems
- building blocks
- knowledge based systems
- parameter estimation
- learning systems
- sensitivity analysis
- optimization problems
- bayesian networks
- information systems
- posterior distribution
- information retrieval
- parameter optimization
- data sets