An improved least square support vector regression algorithm for traffic flow forecasting.

Wanqiu Lou Yingjie Zhou Peng Sheng Junfeng Wang

Published 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