Short Term Traffic Prediction Models
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Summary
It is concluded that apart from traffic simulation models only few methods are used for network wide predictions, while this is necessary for most practical applications (e.g. in-car navigation) and there appears to be no single best method.
- Type
- article
- Published
- 2007-01-01
- Cited by
- 127
- References
- 113
- OpenAlex
- https://openalex.org/W3830626
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:107668300
Keywords
Term (time), Computer science, Focus (optics), Data science, Data mining
References
- Reliable travel time prediction for freeways
- AN APPLICATION OF NEURAL NETWORK ON TRAFFIC SPEED PREDICTION UNDER ADVERSE WEATHER CONDITION
- Congestion prediction on motorways: A comparative analysis
- Short Term Freeway Traffic Flow Prediction Using Genetically-Optimized Time-Delay-Based Neural Networks
- Prediction of urban travel times with intersection delays
- A NEW SHORT-TERM TRAFFIC PREDICTION AND INCIDENT DETECTION SYSTEM ON I- 4.
- THE PHYSICS OF TRAFFIC
- Learning to Predict the Duration of an Automobile Trip
- THREE CATEGORIES OF TRAFFIC DATA : HISTORICAL, CURRENT, AND PREDICTIVE
- The applications of data mining technologies in dynamic traffic prediction
- An Efficient Algorithm for Real-Time Estimation and Prediction of Dynamic OD Tables
- Travel time calculation method for expressway using toll collection system data
- The implementation of Markov bias corrected grey system in freeway travel time prediction
- Real-time Prediction Of Traffic Congestion
- Nonlinear combination of travel-time prediction model based on wavelet network
- A tutorial on support vector regression
- Prediction of Recreational Travel Using Genetically Designed Regression and Time-Delay Neural Network Models
- SHORT TERM INTER-URBAN TRAFFIC FORECASTS USING NEURAL NETWORKS
- Accurate freeway travel time prediction with state-space neural networks under missing data
- Development and evaluation of a hybrid travel time forecasting model
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- Speed pattern recognition technique for short-term traffic forecasting based on traffic dynamics
- Short-term traffic flow rate forecasting based on identifying similar traffic patterns
- Bayesian Neural Networks for the Prediction of Stochastic Travel Times in Urban Networks
- Travel time prediction on urban networks based on combining rough set with support vector machine
- An Urban Traffic Flow Model to Capture Complex Flow Interactions among Lane Groups for Signalized Intersections
- A review of travel time estimation and forecasting for Advanced Traveller Information Systems
- Short-term Travel-time Prediction on Highway: A Review of the Data-driven Approach
- Bayesian committee of neural networks to predict travel times with confidence intervals
- Traffic Flow Prediction With Big Data: A Deep Learning Approach
- Nonlinear multivariate time–space threshold vector error correction model for short term traffic state prediction
- Delays Caused by Incidents
- A data mining based approach for travel time prediction in freeway with non-recurrent congestion
- Travel Time Estimation Model for Emergency Vehicles under Preemption Control
- A bayesian dynamic linear model approach for real-time short-term freeway travel time prediction
- DLOREAN: Dynamic Location-Aware Reconstruction of Multiway Networks
- Bayesian Training and Committees of State-Space Neural Networks for Online Travel Time Prediction
- Short-Term Traffic Volume Prediction for Sustainable Transportation in an Urban Area
- Advanced traffic monitoring for sustainable traffic management: Experiences and results of five year
- Novel road classifications for large scale traffic networks
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