Distributed Gaussian Processes Hyperparameter Optimization for Big Data Using Proximal ADMM.
Ang XieFeng YinYue XuBo AiTianshi ChenShuguang CuiPublished in: IEEE Signal Process. Lett. (2019)
Keyphrases
- gaussian processes
- big data
- gaussian process
- cloud computing
- gaussian process regression
- data analysis
- big data analytics
- data management
- commodity hardware
- data processing
- gaussian process models
- covariance function
- alternating direction method of multipliers
- business intelligence
- social media
- hyperparameters
- model selection
- decision making
- knowledge discovery
- machine learning
- multi task
- cross validation
- regression model
- bayesian networks
- case study