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Qi Deng
Qi Deng
Verified email at uni-due.de
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Year
A review of HMM-based approaches of driving behaviors recognition and prediction
Q Deng, D Söffker
IEEE Transactions on Intelligent Vehicles 7 (1), 21-31, 2021
522021
Prediction performance of lane changing behaviors: a study of combining environmental and eye-tracking data in a driving simulator
Q Deng, J Wang, K Hillebrand, CR Benjamin, D Söffker
IEEE Transactions on Intelligent Transportation Systems 21 (8), 3561-3570, 2019
502019
Improved driving behaviors prediction based on fuzzy logic-hidden markov model (fl-hmm)
Q Deng, D Söffker
2018 IEEE Intelligent Vehicles Symposium (IV), 2003-2008, 2018
412018
Prediction of human driver behaviors based on an improved HMM approach
Q Deng, J Wang, D Soffker
2018 IEEE Intelligent Vehicles Symposium (IV), 2066-2071, 2018
292018
Classifying human behaviors: Improving training of conventional algorithms
Q Deng, D Söffker
2019 IEEE Intelligent Transportation Systems Conference (ITSC), 1060-1065, 2019
122019
Online intention recognition applied to real simulated driving maneuvers
Q Deng, M Saleh, F Tanshi, D Söffker
2020 IEEE Conference on Cognitive and Computational Aspects of Situation …, 2020
82020
Probability of detection (pod)-based metric for evaluation of classifiers used in driving behavior prediction
DA Ameyaw, Q Deng, D Söffker
Proceedings of the Annual Conference of the PHM Society, Scottsdale, AZ, USA …, 2019
82019
Modeling and prediction of human behaviors based on driving data using multi-layer HMMs
Q Deng, D Söffker
2019 IEEE Intelligent Transportation Systems Conference (ITSC), 2014-2019, 2019
62019
How to evaluate classifier performance in the presence of additional effects: A new POD-based approach allowing certification of machine learning approaches
DA Ameyaw, Q Deng, D Söffker
Machine Learning with Applications 7, 100220, 2022
42022
Evaluating machine learning-based classification approaches: a new method for comparing classifiers applied to human driver prediction intentions
DA Ameyaw, Q Deng, D Söffker
IEEE Access 10, 62429-62439, 2022
22022
Integrating situated human interaction modeling and stochastic state automata for improved technical situation awareness
O Muthig, J Wang, Q Deng, D Söffker
IFAC-PapersOnLine 48 (1), 87-92, 2015
22015
Improved human driving behaviors prediction based on Fuzzy Logic-Hidden Markov Model.
Q Deng, D Söffker
2018
Defining Feature Properties for Optimal HMM-based Situation Recognition for Human Drivers.
Q Deng, D Söffker
2017
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Articles 1–13