Macroscopic Traffic Flow Modeling with Physics Regularized Gaussian Process: A New Insight into Machine Learning Applications.
Yun YuanXianfeng Terry YangZhao ZhangShandian ZhePublished in: CoRR (2020)
Keyphrases
- gaussian process
- traffic flow
- machine learning
- gaussian processes
- gaussian process models
- model selection
- road traffic
- cellular automata
- gaussian process regression
- traffic flows
- intelligent transport systems
- approximate inference
- regression model
- latent variables
- semi supervised
- hyperparameters
- bayesian framework
- travel time
- covariance function
- learning tasks
- text mining
- traffic congestion
- traffic information
- expectation propagation
- traffic data
- decision trees
- traffic network
- computer vision
- feature selection
- supervised learning