Context-aware driver risk prediction with telematics data

Using contextual data to predict risky driving events: A novel methodology from explainable artificial intelligence

(2023) Leandro Masello et al.   ACCIDENT ANALYSIS AND PREVENTION

Weather Conditions and Telematics Panel Data in Monthly Motor Insurance Claim Frequency Models

(2023) Jan Reig Torra et al.   Risks

Spatial predictions of harsh driving events using statistical and machine learning methods

(2022) Apostolos Ziakopoulos et al.   SAFETY SCIENCE

The transformation of the insurance industry and road safety by driver safety behaviour telematics

(2022) Apostolos Ziakopoulos et al.   Case Studies on Transport Policy

COST-SENSITIVE MULTI-CLASS ADABOOST FOR UNDERSTANDING DRIVING BEHAVIOR BASED ON TELEMATICS

(2021) Banghee So et al.   Astin Bulletin

Driving Safety Risk Prediction Using Cost-Sensitive With Nonnegativity-Constrained Autoencoders Based on Imbalanced Naturalistic Driving Data

(2019) Jie Chen et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Unravelling the predictive power of telematics data in car insurance pricing

(2018) Roel Verbelen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS

Improving automobile insurance ratemaking using telematics: incorporating mileage and driver behaviour data

(2018) Mercedes Ayuso et al.   TRANSPORTATION

Claims frequency modeling using telematics car driving data

(2018) Guangyuan Gao et al.   Scandinavian Actuarial Journal

Advancing usage-based insurance – a contextual driving risk modelling and analysis approach

(2018) Xianbiao Hu et al.   IET Intelligent Transport Systems

The Use of Telematics Devices to Improve Automobile Insurance Rates

(2018) Montserrat Guillen et al.   RISK ANALYSIS

SafeDrive: Online Driving Anomaly Detection From Large-Scale Vehicle Data

(2017) Mingming Zhang et al.   IEEE Transactions on Industrial Informatics

Distracted Driving and Risk of Road Crashes among Novice and Experienced Drivers

(2014) Sheila G. Klauer et al.   NEW ENGLAND JOURNAL OF MEDICINE

In-vehicle data recorders for monitoring and feedback on drivers’ behavior

(2008) Tomer Toledo et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES