A hybrid modelling framework of machine learning and extreme value theory for crash risk estimation using traffic conflicts

Assessing a Connected Environment's Safety Impact During Mandatory Lane-Changing: A Block Maxima Approach

(2022) Yasir Ali et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

How many are enough?: Investigating the effectiveness of multiple conflict indicators for crash frequency-by-severity estimation by automated traffic conflict analysis

(2022) Ashutosh Arun et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Transferability of multivariate extreme value models for safety assessment by applying artificial intelligence-based video analytics

(2022) Ashutosh Arun et al.   ACCIDENT ANALYSIS AND PREVENTION

Validating the Bayesian hierarchical extreme value model for traffic conflict-based crash estimation on freeway segments with site-level factors

(2021) Lai Zheng et al.   ACCIDENT ANALYSIS AND PREVENTION

Random parameters Bayesian hierarchical modeling of traffic conflict extremes for crash estimation

(2021) Chuanyun Fu et al.   ACCIDENT ANALYSIS AND PREVENTION

Multi-type Bayesian hierarchical modeling of traffic conflict extremes for crash estimation

(2021) Chuanyun Fu et al.   ACCIDENT ANALYSIS AND PREVENTION

Stop or go decisions at the onset of yellow light in a connected environment: A hybrid approach of decision tree and panel mixed logit model

(2021) Yasir Ali et al.   Analytic Methods in Accident Research

A bivariate extreme value model for estimating crash frequency by severity using traffic conflicts

(2021) Ashutosh Arun et al.   Analytic Methods in Accident Research

An Extreme Value Theory approach to estimate crash risk during mandatory lane-changing in a connected environment

(2021) Yasir Ali et al.   Analytic Methods in Accident Research

NaNOD: A natural neighbour-based outlier detection algorithm

(2020) Abdul Wahid et al.   NEURAL COMPUTING & APPLICATIONS

A novel approach for real time crash prediction at signalized intersections

(2020) Lai Zheng et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Analyzing Factors Associated with Fatal Road Crashes: A Machine Learning Approach

(2020) Ali J. Ghandour et al.   International Journal of Environmental Research and Public Health

An extreme value theory based approach for calibration of microsimulation models for safety analysis

(2020) Yanyong Guo et al.   SIMULATION MODELLING PRACTICE AND THEORY

Comparing the usefulness of real-time driving aids in a connected environment during mandatory and discretionary lane-changing manoeuvres

(2020) Yasir Ali et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Comparison of Traffic Conflict Indicators for Crash Estimation using Peak Over Threshold Approach

(2019) Lai Zheng et al.   TRANSPORTATION RESEARCH RECORD

From univariate to bivariate extreme value models: Approaches to integrate traffic conflict indicators for crash estimation

(2019) Lai Zheng et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

A combined use of microscopic traffic simulation and extreme value methods for traffic safety evaluation

(2018) Chen Wang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Collision prediction in roundabouts: a comparative study of extreme value theory approaches

(2018) Federico Orsini et al.   Transportmetrica A-Transport Science

Investigating the Heterogeneity of Postencroachment Time Thresholds Determined by Peak over Threshold Approach

(2016) Lai Zheng et al.   TRANSPORTATION RESEARCH RECORD

Ensemble based sensing anomaly detection in wireless sensor networks

(2012) Daniel-Ioan Curiac et al.   EXPERT SYSTEMS WITH APPLICATIONS

Isolation-Based Anomaly Detection

(2012) Fei Tony Liu et al.   ACM Transactions on Knowledge Discovery from Data

Multiple Applications of Multivariate Adaptive Regression Splines Technique to Predict Rear-End Crashes at Unsignalized Intersections

(2010) Kirolos Haleem et al.   TRANSPORTATION RESEARCH RECORD

Anomaly detection

(2009) Varun Chandola et al.   ACM COMPUTING SURVEYS

Derivation and Validation of New Simulation-Based Surrogate Safety Measure

(2009) Kaan Ozbay et al.   TRANSPORTATION RESEARCH RECORD

Outliers detection with the minimum covariance determinant estimator in practice

(2009) C. Fauconnier et al.   Statistical Methodology