成果/Result
- Recognition of emotions using multimodal physiological signals and an ensemble deep learning model被引量：302收藏
- 作者：Yin, Zhong Zhao, Mengyuan Wang, Yongxiong Yang, Jingdong Zhang, Jianhua
- 机构：Univ Shanghai Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2017
- 关键词：Emotion recognition Affective computing Physiological signals Deep learning Ensemble learning
- Operator functional state classification using least-square support vector machine based recursive feature elimination technique被引量：53收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构：E China Univ Sci & Technol
- 来源：COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2014
- 关键词：Operator functional state Adaptive automation Mental workload Recursive feature elimination Support vector machine
- Pattern Classification of Instantaneous Cognitive Task-load Through GMM Clustering, Laplacian Eigenmap, and Ensemble SVMs被引量：36收藏
- 作者：Zhang, Jianhua Yin, Zhong Wang, Rubin
- 机构：East China Univ Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2017
- 关键词：Cognitive task-load psychophysiological signals manifold learning ensemble learning support vector machine
- A deep learning scheme for mental workload classification based on restricted Boltzmann machines被引量：26收藏
- 作者：Zhang, Jianhua Li, Sunan
- 机构：East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Mental workload Operator functional state Restricted Boltzmann machine Deep belief network Deep learning Entropy
- Nonlinear Dynamic Classification of Momentary Mental Workload Using Physiological Features and NARX-Model-Based Least-Squares Support Vector Machines被引量：23收藏
- 作者：Zhang, Jianhua Yin, Zhong Wang, Rubin
- 机构：East China Univ Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS 2017
- 关键词：Dynamical systems human-automation interaction human factors machine learning mental workload (MWL) pattern classification
- Pattern Recognition of Momentary Mental Workload Based on Multi-Channel Electrophysiological Data and Ensemble Convolutional Neural Networks被引量：22收藏
- 作者：Zhang, Jianhua Li, Sunan Wang, Rubin
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：FRONTIERS IN NEUROSCIENCE 2017
- 关键词：mental workload pattern classification convolutional neural network ensemble learning deep learning electrophysiology
- Cross-subject mental workload classification using kernel spectral regression and transfer learning techniques被引量：18收藏
- 作者：Zhang, Jianhua Wang, Yongcun Li, Sunan
- 机构：East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Pattern classification Human-machine system Mental workload Dimensionality reduction Transfer learning Kernel method
- Imbalanced classification of mental workload using a cost-sensitive majority weighted minority oversampling strategy被引量：17收藏
- 作者：Zhang, Jianhua Cui, Xiqing Li, Jianrong Wang, Rubin
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Mental workload Human-machine system Imbalanced learning Cost-sensitive classification Dynamic resampling of data space Neural network
- Predictive modeling of human operator cognitive state via sparse and robust support vector machines被引量：16收藏
- 作者：Zhang, Jian-Hua Qin, Pan-Pan Raisch, Joerg Wang, Ru-Bin
- 机构：E China Univ Sci & Technol;E China Univ Sci & Technol;Tech Univ Berlin;Max Planck Inst Dynam Complex Tech Syst
- 来源：COGNITIVE NEURODYNAMICS 2013
- 关键词：Human operator cognitive state Least squares support vector machine Sparseness Robustness Regressive model
- Dynamical recursive feature elimination technique for neurophysiological signal-based emotion recognition被引量：13收藏
- 作者：Yin, Zhong Liu, Lei Liu, Li Zhang, Jianhua Wang, Yagang
- 机构：Univ Shanghai Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Emotion recognition Affective computing Physiological signals Recursive feature elimination EEG
- Design of an Adaptive Human-Machine System Based on Dynamical Pattern Recognition of Cognitive Task-Load被引量：10收藏
- 作者：Zhang, Jianhua Yin, Zhong Wang, Rubin
- 机构：East China Univ Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：FRONTIERS IN NEUROSCIENCE 2017
- 关键词：adaptive functional allocation cognitive task-load electrophysiology dynamic pattern recognition man-machine system
- Guest editorial for special issue on modeling and analysis of human-machine systems in transportation被引量：0收藏
- 作者：Zhang, Jianhua Edwards, Tamsyn E.
- 机构：East China Univ Sci & Technol;San Jose State Univ
- 来源：COGNITION TECHNOLOGY & WORK 2017
