Machine learning-based traffic prediction models for intelligent transportation systems

A Boukerche, J Wang - Computer Networks, 2020 - Elsevier
… In this paper, we will focus on the ML models used in traffic prediction tasks. Meanwhile, we
… ML model has been applied to. It is important that we compare different types of models on …

Short term traffic prediction models

CP Van Hinsbergen, JW Van Lint… - Proceedings Of The 14th …, 2007 - trid.trb.org
… However, it is hard to select the most appropriate traffic prediction method for one particular
… apart from traffic simulation models only few methods are used for network wide predictions, …

Performance evaluation of short-term time-series traffic prediction model

S Ishak, H Al-Deek - Journal of transportation engineering, 2002 - ascelibrary.org
traffic prediction models have been developed in the past using a wide spectrum of modeling
… To achieve this objective, short-term traffic prediction models should be responsive to the …

A critical review of some traffic noise prediction models

C Steele - Applied acoustics, 2001 - Elsevier
Traffic noise prediction models in the 1950s and 1960s were designed to predict a single
vehicle sound pressure level L p at the roadside. These models were … Later models were not …

Short-term real-time traffic prediction methods: A survey

J Barros, M Araujo, RJF Rossetti - … models and technologies for …, 2015 - ieeexplore.ieee.org
… In this paper, we presented a literature review and related work about traffic prediction
models. We explored modeldriven and data-driven approaches, comparing and understanding …

A traffic prediction model based on multiple factors

J Wang, Q Chen - The Journal of Supercomputing, 2021 - Springer
… on our real traffic dataset show that the proposed model performs … prediction model takes
into account the dynamic traffic conditions so that we can make more accurate future predictions

Annual average daily traffic prediction model for county roads

D Mohamad, KC Sinha, T Kuczek… - Transportation …, 1998 - journals.sagepub.com
… A traffic prediction model that incorporates relevant demographic variables for county roads
was developed. Field traffic … Three to four automatic traffic counters were installed in each …

Libcity: An open library for traffic prediction

J Wang, J Jiang, W Jiang, C Li, WX Zhao - Proceedings of the 29th …, 2021 - dl.acm.org
… In this library, we reproduce 42 traffic prediction models and collect 29 spatial-temporal
datasets, which allows researchers to conduct comprehensive experiments in a convenient way. …

[PDF][PDF] Short-term traffic and travel time prediction models

JWC Van Lint, C Van Hinsbergen - … Intelligence Applications to …, 2012 - onlinepubs.trb.org
traffic prediction models … for traffic prediction ( Figure 1). Due to the broad ground covered,
the methods are described only qualitatively. Three (overlapping) strands of traffic prediction

Traffic flow prediction models–A review of deep learning techniques

AA Kashyap, S Raviraj, A Devarakonda… - Cogent …, 2022 - Taylor & Francis
… different prediction models. The accurate prediction of traffic parameters in prediction models
are difficult due to the dynamic and stochastic nature of traffic (Vijayalakshmi et al., Citation…