AutoML from Service Provider's Perspective: Multi-device, Multi-tenant Model Selection with GP-EI.
Chen YuBojan KarlasJie ZhongCe ZhangJi LiuPublished in: AISTATS (2019)
Keyphrases
- model selection
- service providers
- multi tenant
- cross validation
- cloud computing
- genetic programming
- data center
- hyperparameters
- web services
- software as a service
- regression model
- model selection criteria
- end users
- sample size
- statistical inference
- machine learning
- variable selection
- mixture model
- selection criterion
- feature selection
- marginal likelihood
- data mining services
- gaussian process
- bayesian information criterion
- incident management
- oracle database
- data mining