Traffic flow prediction based on hybrid model using double exponential smoothing and support vector machine.
Jinjun TangGuangning XuYinhai WangHua WangShen ZhangFang LiuPublished in: ITSC (2013)
Keyphrases
- hybrid model
- exponential smoothing
- traffic flow
- support vector machine
- forecasting accuracy
- demand forecasting
- arima model
- autoregressive integrated moving average
- support vector regression
- prediction model
- support vector machine svm
- moving average
- intelligent transport systems
- road traffic
- artificial neural networks
- traffic flows
- traffic congestion
- travel time
- hybrid models
- cellular automata
- traffic network
- support vector
- traffic data
- feature vectors
- traffic information
- regression model
- feature selection
- traffic light
- short term
- training data
- machine learning
- neural network
- supply chain
- feature space
- training set
- kernel function
- ls svm
- decision trees
- computer vision
- genetic algorithm
- non stationary
- k nearest neighbor