We Are Here To
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Understand humans
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Enhance Mutual Understanding between Humans and AI.
Research Interests
Publications
​2024
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Zhang, X., Feng, S., Ma, J., Lin, H., Li, X., Ye, Y., Li, F., Ong, Y.S. FRNet: Frequency-based Rotation Network for Long-term Time Series Forecasting. The 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD-2024, CORE-A*, CCF-A).
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Jiang, Z., Peng, H., Feng, S., Li, F., Li, D. LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought. (IJCAI-2024, CORE-A*, CCF-A).
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Li, F., Feng, S., Yan, Y., Lee, C.H., Ong, Y.S. Virtual Co-Pilot: Multimodal Large Language Model-enabled Quick-access Procedures for Single Pilot Operations. 2024 IEEE Conference on Artificial Intelligence (IEEE CAI 2024).
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Feng, S., Lyu, H., Li, F., Sun, Z., Chen, C. Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation. 2024 IEEE Conference on Artificial Intelligence (IEEE CAI 2024).
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Li, F., Chen, C. H., Liu, Y., Chang, D., Cui, J., & Sourina, O. (2024). Autoencoder-enabled eye-tracking data analytics for objective assessment of user preference in humanoid robot appearance design. Expert Systems with Applications, 249, 123857. (IF: 7.5, QI, computer science, artificial intelligence, 24/197)
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Lyu, M., Li, F.*, Lee, C. H., & Chen, C. H. (2024). VALIO: Visual attention-based linear temporal logic method for explainable out-of-the-loop identification. Knowledge-Based Systems, 112086. (IF: 7.2, QI, computer science, artificial intelligence, 27/197)
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Liu, Q., Li, F.*, & Ng, K. K. (2024). Unveiling the determinants of injury severities across age groups and time: A deep dive into the unobserved heterogeneity among pedestrian crashes. Analytic Methods in Accident Research, 100336. (IF: 12.5, QI, public, environmental & occupational health, 8/403)
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Li, Z., Li, R., Yuan, L., Cui, J., & Li, F*. (2024). A benchmarking framework for eye-tracking-based vigilance prediction of vessel traffic controllers. Engineering Applications of Artificial Intelligence, 129, 107660. (IF: 7.5, QI, automation & control systems, 6/84)
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Trappey, A. J., Li, F., Lee, C. H., Mo, J. P., Stjepandic, J., & Jiao, R. (2024). How to manage and balance uncertainty by transdisciplinary engineering methods focusing on digital transformations of complex systems. Advanced Engineering Informatics, 59, 102330. (IF: 8.0, QI, computer science, artificial intelligence, 22/197)
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​2023​
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Lyu, M., Li, F.*, Xu, G., & Han, S. (2023). Leveraging eye-tracking technologies to promote aviation safety-A review of key aspects, challenges, and future perspectives. Safety Science, 168, 106295. (JCR Q1, IF=6.1, SCI)
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Chang, D., Li, F.*, Xue, J., & Zhang, L. (2023). A TRIZ-inspired knowledge-driven approach for user-centric smart product-service system: A case study on intelligent test tube rack design. Advanced Engineering Informatics, 56, 101901. (JCR Q1, IF=8.8, SCI)
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Lee, C. H., Wang, C., Fan, X., Li, F.*, & Chen, C. H. (2023). Artificial intelligence-enabled digital transformation in elderly healthcare field: Scoping review. Advanced Engineering Informatics, 55, 101874. (JCR Q1, IF=8.8, SCI)
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Lee, Y. C., & Li, F.* (2023). Multidimensional foot measurements-based sex estimation for Taiwanese population in foot length overlapping interval. Australian Journal of Forensic Sciences, 1-15. (IF: 0.8, Q4, medicine, legal, 19/23)
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2022
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Li, F., Chen, C. H., Lee, C. H., & Feng, S. (2022). Artificial intelligence-enabled non-intrusive vigilance assessment approach to reducing traffic controller’s human errors. Knowledge-Based Systems, 108047. (JCR Q1, IF=8.139, SCI)
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Li, F., Trappey, A. J., Lee, C. H., & Li, L. (2022). Immersive technology-enabled digital transformation in transportation fields: A literature overview. Expert Systems with Applications, 202, 117459. (JCR Q1, IF=8.665, SCI)
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Chang, D., Xiang, Y., Zhao, J., Qian, Y., & Li, F*. (2022). Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design. International Journal of Environmental Research and Public Health, 19(22), 15046.
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Lee, C. H., Li, L., Li, F.*, & Chen, C. H. (2022). Requirement-driven evolution and strategy-enabled service design for new customized quick-response product order fulfillment process. Technological Forecasting and Social Change, 176, 121464. (JCR Q1, IF=12, SCI)
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2021
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Feng, S., Chen, L., Zhao, K., Wei, W., Li, F., Shang, S. Node2LV: Squared Lorentzian Representations for Node Proximity. In 2021 IEEE 37th International Conference on Data Engineering. (ICDE-2021, CORE-A*, CCF-A)
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Tschoerner, B., Li, F., Lan, Z., Liu, Y., Lim, W. L., Cui, J., ... & Mueller-Wittig, W. (2021). Human factors evaluation in VR-based shunting training. The Visual Computer, 37(12), 3063-3076. (IF=2.835, SCI)
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Cui, J., Lan, Z., Liu, Y., Li, R., Li, F., Sourina, O., & Müller-Wittig, W. (2021). A compact and interpretable convolutional neural network for cross-subject driver drowsiness detection from single-channel EEG. Methods. (JCR Q1, IF=4.8, SCI)
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Duan, J., & Li, F.*, (2021). Transient heat transfer analysis of phase change material melting in metal foam by experimental study and artificial neural network. Journal of Energy Storage, 33, 102160. (JCR Q1, IF=8.907, SCI)​
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2020
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Feng. S., Tran, L.V., Cong, G., Chen, L., Li, J., Li, F. HME: A hyperbolic metric embedding approach for next-poi recommendation.In Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval. (SIGIR-2020, CORE-A*, CCF-A)
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Li, F., Chen, C. H., Zheng, P., Feng, S., Xu, G., & Khoo, L. P. (2020). An explorative context-aware machine learning approach to reducing human fatigue risk of traffic control operators. Safety Science, 125, 104655. (JCR Q1, IF=6.1, SCI)
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Li, F., Chen, C. H., Khoo, L. P., & Xu. G. (2020), Hierarchical Eye-Tracking Data Analytics for Human Fatigue Detection at a Traffic Control Center, IEEE Transactions on human machine system. (SJR Q1, IF=4.124, SCI)
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Li, F., Katsumata, S., Lee, C.H., Ye, Q., Dahana, W.D., Tu, R., & Li, X., (2020). Autoencoder-enabled Potential Buyer Identification and Purchase Intention Model of Vacation Homes. IEEE Access. (JCR Q1, IF=3.9, SCI)
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Li, F., Chen, C. H., Xu, G., Chang, D., & Khoo, L. P. (2020) Causal Factors and Symptoms of Task-Related Human Fatigue in Vessel Traffic Service: A Task-Driven Approach, The Journal of Navigation. (JCR Q2, IF=2.647, SCI)
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Xu, G., Chen, C. H., Li, F.*, & Qiu, X. (2020), AIS Data Analytics for Adaptive Rotating Shift in Vessel Traffic Service, Industrial Management & Data Systems. (JCR Q1, IF=4.83, SCI)
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2019
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Chang, D., Gu, Z., Li, F., & Jiang, R. (2019). A user-centric smart product-service system development approach: A case study on medication management for the elderly. Advanced Engineering Informatics, 42, 100979. (JCR Q1, IF=8.8, SCI)
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Li, F., Lee, C. H., Chen, C. H., & Khoo, L. P. (2019). Hybrid data-driven vigilance model in traffic control center using eye-tracking data and context data. Advanced Engineering Informatics, 42, 100940. (JCR Q1, IF=8.8, SCI)
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Li, F., Chen, C. H., Xu, G., Khoo, L. P., & Liu, Y. (2019). Proactive mental fatigue detection of traffic control operators using bagged trees and gaze-bin analysis. Advanced Engineering Informatics, 42, 100987. (JCR Q1, IF=8.8, SCI)
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Li, F., Chen, C. H., Lee, C. H., & Khoo, L. P. (2019). A User Requirement-driven Approach Incorporating TRIZ and QFD for Designing a Smart Vessel Alarm System to Reduce Alarm Fatigue. The Journal of Navigation, 1-21. (JCR Q2, IF=2.647, SCI)
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Lee, C. H., Chen, C. H., Lin, C. Y., Li, F.*, Zhao, X. J. (2019). Developing a quick response product configuration system under industry 4.0 based on customer requirement modelling and optimization method. Applied Science. 2019, 9(23), 5004. (JCR Q2, IF=2.838, SCI)
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Lee, C. H., Li, F.*, & Shie, A. J. (2019), Customized and Knowledge-centric Service Design Model Integrating Case-based Reasoning and TRIZ, Expert System with Applications. (JCR Q1, IF=8.665, SCI)
Research Projects
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PI (2024) Looking but not seeing: Mitigating inattentional blindness in remote digital towers for safe and watchful air traffic control, Early Career Scheme - University Grants Committee (UGC), 2025.01-2028.01.
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PI (2023) Key Technologies of Genetic Engineering for Carbon Fiber Composite Design, Shandong Kuanyuan New Material Technology Co., LTD, PI, 2023- 2025.​
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PI (2023) Driving Style-based Adaptive Virtual Training Platform: Build Safe Human Driving Habits in Autonomous driving, Smart Traffic Fund, 1,974,381HKD, 2023.08 – 2025.08, P0042784.
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PI (2023) Biosignal data-based assessment of Driving Style in human-machine co-driving, 177,438 HKD, 2023.08 – 2025.08, P0046166.
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PI (2023) Improved Student Attention and Engagement via Visual Attention Analytics-based Slides and Lesson Plan Design, Teaching Development Grant, 371,729.04 HKD, 2022.12 – 2024.06. TDG22-25/VTL-1.
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Co-PI (2023) Investigating pilots’ decision-making and cognitive performance in response to acute stress, 500,000HKD, 2023.02 – 2025.01, P0044755.
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Co-PI (2023) Testosterone and social behavior, 2023.01 – 2025.12, 114,640HKD, P0043101.
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Co-PI (2023) Cognitive Human-Robot Collaborative 3D Concrete Printing for Modular Integrated Construction, 490,200 HKD, 2023.07 – 2025.06, P0046543.
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PI (2022) Visual Attention Analytics in Aviation Automation via Deep Learning Model, PolyU Start-up Fund, 500,000 HKD, 2022.03 – 2025.03, P0038933.
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Co-PI (2022) Managing Stress Response and Optimizing Performance in Student Athletes with Neurofeedback Training, RISports, 2022.10 – 2024.10, P0043556.
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Co-PI (2022) Research Centre on Data Science and Artificial Intelligence, 2022.06 – 2028.06, P0042711.
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Co-PI (2022) Investigation of an online data-driven intelligent automation platform for drivers considering the psychological condition instability and behaviours for a sustainable and safe transportation system, Smart Traffic Fund, 5,000,000 HKD, 2022.09 – 2024.08, P0038510.
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PI (2021) Psychophysiological Data-based Knowledge Transfer Model for Adaptive Training, PolyU Start-up Fund, 550,000 HKD, 2021.10 – 2024.10, P0038827.
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Member (2020) Comprehensive Human Factors Evaluation System for Virtual Reality (VR) Training Simulator for Shunting of Engineering Trains, Singapore SMRT, 385,550 SGD, 2020.01 – 2021.01, RCMS-RP11.
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Member (2019) Integrated System for the Future Air Traffic Management Workplace and Human Factors Evaluations of Conflict Resolution Aid in Future Air Traffic Control,Civil Aviation Authority of Singapore, 1,958,000 SGD, 2014.08 – 2019.08, ATMRI:2014-R5-CHEN.
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Member (2015) Human Factors in Vessel Traffic Service: Causal Factors and Preventive, Singapore Maritime Institute, 446,000 SGD, 2014.08 – 2018.08, SMI-2014-MA-06.