Unsupervised learning based performance analysis of n-support vector regression for speed prediction of a large road network.
Muhammad Tayyab AsifJustin DauwelsChong Yang GohAli OranEsmail FathiMuye XuMenoth Mohan DhanyaNikola MitrovicPatrick JailletPublished in: ITSC (2012)
Keyphrases
- support vector regression
- road network
- unsupervised learning
- regression model
- load forecasting
- shortest path
- travel time
- support vector
- transportation networks
- hybrid model
- supervised learning
- forecasting accuracy
- route planning
- hybrid genetic
- support vector machine
- moving objects
- support vector machine svm
- prediction model
- model selection
- kernel function
- spatial networks
- extreme learning machine
- response surface methodology
- singular spectrum analysis
- trajectory data
- traffic data
- gps data
- road segments
- ann models
- support vector classification
- traffic congestion
- linear regression model
- wavelet frame
- forecasting model
- expectation maximization
- pairwise
- face recognition
- feature selection
- machine learning