An improved least square support vector regression algorithm for traffic flow forecasting.
Wanqiu LouYingjie ZhouPeng ShengJunfeng WangPublished in: ITSC (2014)
Keyphrases
- traffic flow
- regression algorithm
- least squares
- support vector
- regression methods
- support vector regression
- linear regression
- logistic regression
- road traffic
- ls svm
- piecewise linear
- intelligent transport systems
- semi supervised
- regression model
- traffic data
- traffic flows
- cellular automata
- short term
- kernel function
- hyperplane
- traffic network
- learning algorithm
- traffic congestion
- travel time
- support vector machine
- generalization ability
- svm classifier
- loss function
- forecasting model
- feature selection algorithms
- classification accuracy
- traffic information
- traffic light
- regression method
- cross validation
- machine learning
- training examples
- road safety
- prediction model
- long term
- kernel methods
- optical flow
- training data
- multi view
- dynamic programming
- feature selection
- neural network
- computer vision
- labeled data
- radial basis function
- supervised learning