Fred Mannering

Engineering · Physical Sciences

83h-index29.8kcitations306works11.92yr avg
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Research Topics

Traffic and Road Safety(151), Urban Transport and Accessibility(92), Transportation Planning and Optimization(87), Traffic Prediction and Management Techniques(48), Injury Epidemiology and Prevention(39)

Publications306 total

A Bayesian deep learning-driven framework integrating non-stationary generalized extreme value parameterization for conflict-based real-time crash risk prediction
SSRN Electronic Journal·2026Open Access
A note on random parameters models of crash injury severities with k-means clustering for data preprocessing
Analytic Methods in Accident Research·2025
A note on observed injury bias in police-reported pre-crash travel speed estimates
Analytic Methods in Accident Research·2025
Analyzing crash injury severities with deep learning and advanced statistical models: An assessment of methodological challenges
Analytic Methods in Accident Research·2025· 3 cited
Autonomous vehicle sensor data and the estimation of network-wide spatiotemporal generalized extreme value models of rear-end injury-severity crash frequencies
Analytic Methods in Accident Research·2025· 3 citedOpen Access
A note on data segmentation, sample size, and model specification for crash injury severity modeling
Analytic Methods in Accident Research·2025· 6 cited
The State of Urban Air Mobility Research: An Assessment of Challenges and Opportunities
IEEE Transactions on Intelligent Transportation Systems·2024· 17 citedOpen Access
A cross-comparison of different extreme value modeling techniques for traffic conflict-based crash risk estimation
Analytic Methods in Accident Research·2024· 16 citedOpen Access
Pedestrian injury severities resulting from vehicle/pedestrian intersection crashes: An assessment of COVID-contributing temporal shifts
Analytic Methods in Accident Research·2024· 28 cited
Estimating crash risk and injury severity considering multiple traffic conflict and crash types: A bivariate extreme value approach
Analytic Methods in Accident Research·2024· 22 citedOpen Access
Retaining the transportation benefits of COVID-19 induced work from home: Understanding the role of worker productivity
International Journal of Sustainable Transportation·2024· 5 cited
Assessing the collective safety of automated vehicle groups: A duration modeling approach of accumulated distances between crashes
Accident Analysis & Prevention·2024· 10 cited
A multi-year statistical analysis of driver injury severities in single-vehicle freeway crashes with and without airbags deployed
Analytic Methods in Accident Research·2024· 45 cited
An analysis of day and night bicyclist injury severities in vehicle/bicycle crashes: A comparison of unconstrained and partially constrained temporal modeling approaches
Analytic Methods in Accident Research·2023· 66 cited
Assessing traffic conflict/crash relationships with extreme value theory: Recent developments and future directions for connected and autonomous vehicle and highway safety research
Analytic Methods in Accident Research·2023· 59 cited
Intended cycling frequency and the role of happiness and environmental friendliness after COVID-19
Scientific Reports·2023· 19 citedOpen Access
The State of Urban Air Mobility Research: An Assessment of Challenges and Opportunities
SSRN Electronic Journal·2023· 3 citedOpen Access
A Bayesian generalised extreme value model to estimate real-time pedestrian crash risks at signalised intersections using artificial intelligence-based video analytics
Analytic Methods in Accident Research·2022· 53 cited
Evidence of sample selectivity in highway injury-severity models: The case of risky driving during COVID-19
Analytic Methods in Accident Research·2022· 65 cited
Safety Effects of Raising Speed Limits to 75 mph and Higher
Transportation Research Board eBooks·2022· 2 cited
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Frequent Co-authors

Venky Shankar(6), Panagiotis Ch. Anastasopoulos(6), Venkataraman N. Shankar(6), Ali Behnood(6), John Milton(5), Simon Washington(4), Matthew G. Karlaftis(3), Chandra R. Bhat(3), Dominique Lord(2), Peter T. Savolainen(2), Woodrow Barfield(2), Gudmundur F. Úlfarsson(2), Tarek Sayed(2), John E. Haddock(2), Andrew P. Tarko(2), Nataliya V. Malyshkina(2), Mohammed Quddus(1), Mark Poch(1), Jinsun Lee(1), V. Shankar(1)