Injury severity prediction of traffic crashes with ensemble machine learning techniques: a comparative study
出版年份 2021 全文链接
标题
Injury severity prediction of traffic crashes with ensemble machine learning techniques: a comparative study
作者
关键词
-
出版物
International Journal of Injury Control and Safety Promotion
Volume -, Issue -, Pages 1-20
出版商
Informa UK Limited
发表日期
2021-06-02
DOI
10.1080/17457300.2021.1928233
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- (2021) Manze Guo et al. Sustainability
- GLM-Based Flexible Monitoring Methods: An Application to Real-Time Highway Safety Surveillance
- (2021) Arshad Jamal et al. Symmetry-Basel
- Short Term Traffic State Prediction via Hyperparameter Optimization Based Classifiers
- (2020) Muhammad Zahid et al. SENSORS
- Freeway Short-Term Travel Speed Prediction Based on Data Collection Time-Horizons: A Fast Forest Quantile Regression Approach
- (2020) Muhammad Zahid et al. Sustainability
- Intelligent Intersection Control for Delay Optimization: Using Meta-Heuristic Search Algorithms
- (2020) Arshad Jamal et al. Sustainability
- Class Imbalance Reduction (CIR): A Novel Approach to Software Defect Prediction in the Presence of Class Imbalance
- (2020) Kiran Kumar Bejjanki et al. Symmetry-Basel
- Predicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data
- (2020) Sobhan Sarkar et al. SAFETY SCIENCE
- Analysis of crash injury severity on two trans-European transport network corridors in Spain using discrete-choice models and random forests
- (2020) Bahar Dadashova et al. Traffic Injury Prevention
- Imbalance-XGBoost: leveraging weighted and focal losses for binary label-imbalanced classification with XGBoost
- (2020) Chen Wang et al. PATTERN RECOGNITION LETTERS
- Accident Prediction Accuracy Assessment for Highway-Rail Grade Crossings Using Random Forest Algorithm Compared with Decision Tree
- (2020) Xiaoyi Zhou et al. RELIABILITY ENGINEERING & SYSTEM SAFETY
- Predicting Risky and Aggressive Driving Behavior among Taxi Drivers: Do Spatio-Temporal Attributes Matter?
- (2020) Muhammad Zahid et al. International Journal of Environmental Research and Public Health
- Adopting Machine Learning and Spatial Analysis Techniques for Driver Risk Assessment: Insights from a Case Study
- (2020) Muhammad Zahid et al. International Journal of Environmental Research and Public Health
- Exploring the Injury Severity Risk Factors in Fatal Crashes with Neural Network
- (2020) Arshad Jamal et al. International Journal of Environmental Research and Public Health
- On the Potential Impacts of Smart Traffic Control for Delay, Fuel Energy Consumption, and Emissions: An NSGA-II-Based Optimization Case Study from Dhahran, Saudi Arabia
- (2020) Mohammed Al-Turki et al. Sustainability
- Examining Hotspots of Traffic Collisions and their Spatial Relationships with Land Use: A GIS-Based Geographically Weighted Regression Approach for Dammam, Saudi Arabia
- (2020) Muhammad Tauhidur Rahman et al. ISPRS International Journal of Geo-Information
- An eXtreme Gradient Boosting Method for Identifying the Factors Contributing to Crash/Near-Crash Events: A Naturalistic Driving Study
- (2019) Saleh R Mousa et al. CANADIAN JOURNAL OF CIVIL ENGINEERING
- Prediction and Factor Identification for Crash Severity: Comparison of Discrete Choice and Tree-Based Models
- (2019) Xinyi Wang et al. TRANSPORTATION RESEARCH RECORD
- A comparative study on machine learning based algorithms for prediction of motorcycle crash severity
- (2019) Lukuman Wahab et al. PLoS One
- Improved Support Vector Machine Models for Work Zone Crash Injury Severity Prediction and Analysis
- (2019) Seyedmirsajad Mokhtarimousavi et al. TRANSPORTATION RESEARCH RECORD
- The Dilemma of Road Safety in the Eastern Province of Saudi Arabia: Consequences and Prevention Strategies
- (2019) Arshad Jamal et al. International Journal of Environmental Research and Public Health
- Crash severity along rural mountainous highways in Malaysia: An application of a combined decision tree and logistic regression model
- (2018) Rusdi Rusli et al. Traffic Injury Prevention
- Influence of Socioeconomic Conditions on Crash Injury Severity for an Urban Area in a Developing Country
- (2018) Rodrigo Mesa-Arango et al. TRANSPORTATION RESEARCH RECORD
- Automatic classification of traffic incident's severity using machine learning approaches
- (2017) Hoang Nguyen et al. IET Intelligent Transport Systems
- Severity Prediction of Traffic Accidents with Recurrent Neural Networks
- (2017) Maher Sameen et al. Applied Sciences-Basel
- Injury Severity of Motorcycle Riders Involved in Traffic Crashes in Hunan, China: A Mixed Ordered Logit Approach
- (2016) Fangrong Chang et al. International Journal of Environmental Research and Public Health
- Analysis of Traffic Injury Severity in Dhaka, Bangladesh
- (2015) M. Kamruzzaman et al. TRANSPORTATION RESEARCH RECORD
- Investigating Injury Occurrence in Motor Vehicle Collision Using Artificial Neural Networks
- (2014) Dahai Liu et al. Human Factors and Ergonomics in Manufacturing & Service Industries
- The analysis of vehicle crash injury-severity data: A Markov switching approach with road-segment heterogeneity
- (2014) Yingge Xiong et al. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL
- Analysis of traffic accident severity using Decision Rules via Decision Trees
- (2013) Joaquín Abellán et al. EXPERT SYSTEMS WITH APPLICATIONS
- Analyzing crash injury severity for a mountainous freeway incorporating real-time traffic and weather data
- (2013) Rongjie Yu et al. SAFETY SCIENCE
- Analysis of driver injury severity in truck-involved accidents using a non-parametric classification tree model
- (2012) Li-Yen Chang et al. SAFETY SCIENCE
- PREDICTION FOR TRAFFIC ACCIDENT SEVERITY: COMPARING THE ARTIFICIAL NEURAL NETWORK, GENETIC ALGORITHM, COMBINED GENETIC ALGORITHM AND PATTERN SEARCH METHODS
- (2012) Mehmet Metin Kunt et al. Transport
- Bayesian Multivariate Poisson Lognormal Models for Crash Severity Modeling and Site Ranking
- (2010) Jonathan Aguero-Valverde et al. TRANSPORTATION RESEARCH RECORD
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