An Efficient Bayesian Optimization Approach for Analog Circuit Synthesis via Sparse Gaussian Process Modeling.
Biao HeShuhan ZhangFan YangChanghao YanDian ZhouXuan ZengPublished in: DATE (2020)
Keyphrases
- gaussian process
- gaussian processes
- covariance function
- sparse approximations
- gaussian process models
- gaussian process regression
- marginal likelihood
- regression model
- expectation propagation
- bayesian framework
- sparse approximation
- fully bayesian
- latent variables
- approximate inference
- gaussian process classification
- hyperparameters
- semi supervised
- dynamical models
- model selection
- bayesian methods
- dynamical model
- bayesian networks
- posterior distribution
- sparse representation
- maximum likelihood
- random sampling
- bayesian inference