Preventing Road Accidents Through Early Detection of Driver Behavior Using Smartphone Motion Sensor Data: An Ensemble Feature Engineering Approach

Preventing Road Accidents Through Early Detection of Driver Behavior Using Smartphone Motion Sensor Data: An Ensemble Feature Engineering Approach

Driver behavior refers to the actions and attitudes of individuals behind the wheel of a vehicle. Poor driving behavior can have serious consequences, including accidents, injuries, and fatalities. One of the main disadvantages of poor driving behavior is the increased risk of road accidents, higher...

書目詳細資料
Main Authors:	Ali Raza, Iqra Akhtar, Laith Abualigah, Raed Abu Zitar, Mohamed Sharaf, Mohammad SH. Daoud, Heming Jia
格式:	Article
語言:	English
出版:	IEEE 2023-01-01
叢編:	IEEE Access
主題:	Machine learning driver behavior sensor data feature engineering ensemble learning
在線閱讀:	https://ieeexplore.ieee.org/document/10347206/

相似書籍

A Novel Methodology for Human Kinematics Motion Detection Based on Smartphones Sensor Data Using Artificial Intelligence
由: Ali Raza, et al.
出版: (2023-04-01)

Novel Transfer Learning Approach for Driver Drowsiness Detection Using Eye Movement Behavior
由: Hamza Ahmad Madni, et al.
出版: (2024-01-01)

MELD3: Integrating Multi-Task Ensemble Learning for Driver Distraction Detection
由: Gokhan Azizoglu, et al.
出版: (2024-01-01)

DDSS: Driver decision support system based on the driver behaviour prediction to avoid accidents in intelligent transport system
由: Balasubramani S, et al.
出版: (2024-01-01)

Road Design on Human Driver Accidents Versus Automated Vehicle Failures: Comparison With Real-World Field Data
由: Soomin Woo, et al.
出版: (2024-01-01)

The accident liability of car drivers /
由: 350309 Maycock, G., et al.
出版: (1991)

A Recognition Method of Aggressive Driving Behavior Based on Ensemble Learning
由: Hanqing Wang, et al.
出版: (2022-01-01)

Real-time driver identification in IoV: A deep learning and cloud integration approach
由: Hassan Muwafaq Gheni, et al.
出版: (2024-04-01)

Probabilistic Short‐Term Solar Driver Forecasting With Neural Network Ensembles
由: Joshua D. Daniell, et al.
出版: (2024-03-01)

E2DR: A Deep Learning Ensemble-Based Driver Distraction Detection with Recommendations Model
由: Mustafa Aljasim, et al.
出版: (2022-02-01)

Orthogonal Learning Rosenbrock’s Direct Rotation with the Gazelle Optimization Algorithm for Global Optimization
由: Laith Abualigah, et al.
出版: (2022-11-01)

Automated Detection of Koalas with Deep Learning Ensembles
由: Megan Winsen, et al.
出版: (2022-05-01)

Ages of drivers involved in some junction accidents/
由: 230382 Faulkner, C. R., et al.
出版: (1975)

The variation of car drivers' accident risk with age /
由: 393256 Broughton, J., et al.
出版: (1988)

Road-user behavior and traffic accidents/
由: 254736 Naatanen, Risto, et al.
出版: (1976)

Dynamic stacking ensemble for cross-language code smell detection
由: Hamoud Aljamaan
出版: (2024-08-01)

Ensemble Learning with Highly Variable Class-Based Performance
由: Brandon Warner, et al.
出版: (2024-09-01)

Perception of drivers toward road safety and factors that cause road accidents in Riyadh city of Saudi Arabia
由: Khalid Mohammed Almatar
出版: (2024-04-01)

Driver attitude towards road safety /
由: Norzaliha Jusoh, 1985-, et al.
出版: (2013)

An Investigation of Early Detection of Driver Drowsiness Using Ensemble Machine Learning Based on Hybrid Sensing
由: Jongseong Gwak, et al.
出版: (2020-04-01)

A review of driver/rider licensing in relation to road safety/
由: 400893 Cameron, C., et al.
出版: (1975)

An Ensemble Framework for Text Classification
由: Eleni Kamateri, et al.
出版: (2025-01-01)

An ensemble machine learning-based performance evaluation identifies top In-Silico pathogenicity prediction methods that best classify driver mutations in cancer
由: Subrata Das, et al.
出版: (2025-01-01)

Driver behaviour and accident research methodology : unresolved problems /
由: 520465 Wh̄lberg, Anders af
出版: (c200)

A novel ensemble ELM for human activity recognition using smartphone sensors
由: Chen, Zhenghua, et al.
出版: (2021)

Fuzzy Integral-Based Multi-Classifiers Ensemble for Android Malware Classification
由: Altyeb Taha, et al.
出版: (2021-11-01)

Research on User Default Prediction Algorithm Based on Adjusted Homogenous and Heterogeneous Ensemble Learning
由: Yao Lu, et al.
出版: (2024-06-01)

Ensemble-based model to investigate factors influencing road crash fatality for imbalanced data
由: Nazmus Sakib, et al.
出版: (2024-12-01)

VigilEye: Machine learning-powered driver fatigue recognition for safer roads
由: J Robert Theivadas, et al.
出版: (2024-06-01)

Optimising ensemble combination based on maximisation of diversity
由: Mao, Shasha, et al.
出版: (2018)

Driver attitude towards road safety [electronic resource] /
由: Norzaliha Jusoh, 1985-
出版: (2013)

Prediction of Promotors in Agrobacterium and Klebsiella Using Novel Feature Engineering and Ensemble Learning Approach
由: Nagwan Abdel Samee, et al.
出版: (2025-01-01)

Analysis of drivers’ characteristic driving operations based on combined features
由: Min Wang, et al.
出版: (2019-02-01)

Ages of car drivers involved in accidents, with special reference to junctions/
由: 340393 Moore, R. L., et al.
出版: (1982)

Ensemble-Guard IoT: A Lightweight Ensemble Model for Real-Time Attack Detection on Imbalanced Dataset
由: Muhammad Usama Tanveer, et al.
出版: (2024-01-01)

Ensemble-Based Risk Scoring with Extreme Learning Machine for Prediction of Adverse Cardiac Events
由: Liu, Nan, et al.
出版: (2018)

Driver's overtaking behavior on single carriageway road /
由: 447793 Sitti Asmah Hassan
出版: (2005)

A Comparative Study of Ensemble Models for Predicting Road Traffic Congestion
由: Tebogo Bokaba, et al.
出版: (2022-01-01)

HSTCN-NuSVC: A Homogeneous Stacked Deep Ensemble Learner for Classifying Human Actions Using Smartphones
由: Sarmela Raja Sekaran, et al.
出版: (2025-02-01)

Real-time anti-sleep alert algorithm to prevent road accidents to ensure road safety
由: Abhishek Kumar Pathak, et al.
出版: (2025-03-01)