A novel prediction model of traffic accidents based on big data

M Song, R Li, B Wu - … Journal of Modeling, Simulation, and Scientific …, 2019 - World Scientific
The occurrence of traffic accidents is regular in probability distribution. Using big data mining
method to predict traffic accidents is conducive to taking measures to prevent or reduce …

Traffic Accident Severity Prediction Using a Meta-Model Based on a Majority Vote

M Mouaici - 2022 8th International Conference on Control …, 2022 - ieeexplore.ieee.org
Road traffic safety is a major concern for road authorities and ordinary citizens.
Consequently, accident prediction has become an interesting research topic that tries to …

Highway traffic accident prediction using VDS big data analysis

S Park, S Kim, Y Ha - The Journal of Supercomputing, 2016 - Springer
In modern society, accidents on the roads are one of the most life-threatening dangers to
humans. Traffic accidents that cause a lot of damages are occurring all over the places. The …

Freeway traffic accident severity prediction based on multi-dimensional and multi-layer Bayesian network

C Li, X Wu, Z Zhang, Z Ma, Y Zhu… - 2022 IEEE 2nd …, 2022 - ieeexplore.ieee.org
In order to explore the influence of the characteristic factors of freeway traffic accident on the
severity of the accident, this study established the freeway traffic accident severity prediction …

Traffic accident prediction based on CNN model

A Thaduri, V Polepally… - 2021 5th International …, 2021 - ieeexplore.ieee.org
The traffic accident prediction represents a vital role in the combined planning and
management of traffic, the design which involve some nonlinear components, such as …

[PDF][PDF] Investigation of Traffic Accidents Prediction Models and Effective Human Factors: A Review

S Afandizadeh, H Bigdeli Rad - Journal of Civil Engineering and …, 2023 - jcema.com
In most countries of the world, saving human lives is one of the most important and first
factors that have been considered by politicians. Among the causes of death, road accident …

[HTML][HTML] Deep learning ensemble model for the prediction of traffic accidents using social media data

C Gutierrez-Osorio, FA González, CA Pedraza - Computers, 2022 - mdpi.com
Traffic accidents are a major concern worldwide, since they have a significant impact on
people's safety, health, and well-being, and thus, they constitute an important field of …

[HTML][HTML] Application of big data optimized clustering algorithm in cloud computing environment in traffic accident forecast

Z Tian, S Zhang - Peer-to-Peer Networking and Applications, 2021 - Springer
As the usage rate of cars is getting higher and higher, the injuries and losses caused by
traffic accidents are also getting bigger and bigger. If some traffic accidents can be predicted …

Using Multilayer Perceptron Neural Network to Assess the Critical Factors of Traffic Accidents

A Ruangkanjanases, O Sivarak… - HighTech and …, 2024 - hightechjournal.org
This study is based on the traffic accident data of Taoyuan City from the government's open
data. The study compiled the data set of traffic accidents in Taiwan from 2012 to 2017, and …

A study for development of expressway traffic accident prediction model using deep learning

JD Rye, S Park, S Park, C Kwon… - The Journal of The Korea …, 2018 - koreascience.kr
In recent years, it has become technically easier to explain factors related with traffic
accidents in the Big Data era. Therefore, it is necessary to apply the latest analysis …