Hybrid Multi-metric K-Nearest Neighbor Regression for Traffic Flow Prediction.
Haikun HongWenhao HuangXingxing XingXiabing ZhouHongyu LuKaigui BianKunqing XiePublished in: ITSC (2015)
Keyphrases
- k nearest neighbor
- traffic flow
- knn
- nearest neighbor
- road traffic
- distance function
- traffic flows
- urban traffic
- traffic data
- prediction accuracy
- intelligent transport systems
- cellular automata
- traffic congestion
- traffic network
- knn classifier
- travel time
- knn algorithm
- neural network
- k nearest neighbour
- graph construction
- lane change
- traffic information
- support vector machine
- incident detection
- metric space
- traffic accidents
- traffic light
- range queries
- distance metric
- text classification
- support vector
- hierarchical document clustering
- road safety
- gaussian processes
- similarity measure