Clusters of driving behavior from observational smartphone data

J Warren, J Lipkowitz, V Sokolov - IEEE Intelligent …, 2019 - ieeexplore.ieee.org
Understanding driving behaviors is essential for improving safety and mobility of our
transportation systems. Data is usually collected via simulator-based studies or naturalistic …

Driver identification using vehicle acceleration and deceleration events from naturalistic driving of older drivers

NC Fung, B Wallace, ADC Chan… - 2017 IEEE …, 2017 - ieeexplore.ieee.org
Driving is a common task that involves skill and individual preferences that can differ
between drivers. The unique driving behaviours can be beneficial for differentiating drivers …

Naturalistic driving: a framework and advances in using big data

F Knoefel, B Wallace, R Goubran, S Marshall - Geriatrics, 2018 - mdpi.com
Driving is an activity that facilitates physical, cognitive, and social stimulation in older adults,
ultimately leading to better physical and cognitive health. However, aging is associated with …

Impact of health differences and longitudinal changes on deceleration driving patterns in older adult drivers

J Howcroft, F Knoefel, B Wallace, R Goubran… - … research part F: traffic …, 2019 - Elsevier
Naturalistic in-car driving informatics provides opportunities to identify links between driving
behaviours and cognitive and physical health status. The coefficient of variation was used to …

Measurement of distinguishing features of stable cognitive and physical health older drivers

B Wallace, A Puli, R Goubran, F Knoefel… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
This paper presents the analysis of all driving during 1 year by 14 older drivers from the
Candrive study. Data analytic techniques have been applied to this unique big data set that …

Trip-based measures of naturalistic driving: considerations and connections with cognitive status in older adult drivers

J Howcroft, B Wallace, R Goubran… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Older adult drivers can experience age-related health declines, particularly cognitive health,
that can negatively impact driving performance and lead to driver license revocation. The …

Driver unique acceleration behaviours and stability over two years

B Wallace, R Goubran, F Knoefel… - … Congress on Big …, 2016 - ieeexplore.ieee.org
The identification of characteristic individual driving behaviours is an emerging challenge
that occurs within longitudinal studies of drivers to distinguish different drivers of a shared …

Variation in acceleration driving patterns as a measure of older adult health status

J Howcroft, B Wallace, R Goubran… - 2017 IEEE …, 2017 - ieeexplore.ieee.org
The evaluation of older adult in-car driving data and identification of appropriate driving
measures could lead to a better understanding of unsafe driving behaviors and associations …

Driving destination measures in older adult drivers with differing health statuses

J Howcroft, B Wallace, R Goubran… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Older adult drivers experience age-related health declines that can negatively impact driving
performance and lead to driver license revocation. The investigation and measurement of …

Cognition assessment: A framework for episodic measurement

B Wallace, R Goubran, F Knoefel - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
This paper presents a framework for episodic cognition assessment to augment the current
discrete assessment methods used to diagnose Mild Cognitive Impairment (MCI)/dementia …