Urban traffic flow forecasting through statistical and neural network bagging ensemble hybrid modeling.
Fabio MorettiStefano PizzutiStefano PanzieriMauro AnnunziatoPublished in: Neurocomputing (2015)
Keyphrases
- traffic flow
- neural network
- urban traffic
- traffic flows
- traffic congestion
- ensemble methods
- ensemble learning
- road traffic
- random forests
- random forest
- majority voting
- intelligent transport systems
- traffic data
- ensemble classification
- cellular automata
- classifier ensemble
- base classifiers
- ensemble selection
- ensemble classifier
- travel time
- short term
- imbalanced data
- traffic information
- intelligent transportation systems
- decision trees
- traffic network
- prediction accuracy
- traffic assignment
- moving vehicles
- cellular automaton model
- prediction model
- forecasting model
- traffic control
- training set
- ensemble members
- traffic density
- incident detection
- genetic algorithm
- long term
- traffic light
- back propagation
- urban areas
- spatial data
- bp neural network