成果/Result
- 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
- 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
- Neural antagonistic mechanism between default-mode and task-positive networks被引量：22收藏
- 作者：Cheng, Xianjun Yuan, Yue Wang, Yihong Wang, Rubin
- 机构：Hangzhou Dianzi Univ;East China Univ Sci & Technol
- 来源：NEUROCOMPUTING 2020
- 关键词：Antagonism Default-mode network Task-negative activation Task-positive activation Working memory
- 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
- Neural energy mechanism and neurodynamics of memory transformation被引量：18收藏
- 作者：Wang, Yihong Xu, Xuying Zhu, Yating Wang, Rubin
- 机构：East China Univ Sci & Technol;Hangzhou Dianzi Univ
- 来源：NONLINEAR DYNAMICS 2019
- 关键词：Memory model Bi-stable neurodynamics Temporally patterned stimulation Neural energy coding
- 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
- Instantaneous mental workload assessment using time-frequency analysis and semi-supervised learning被引量：11收藏
- 作者：Zhang, Jianhua Li, Jianrong Wang, Rubin
- 机构：Oslo Metropolitan Univ;East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：COGNITIVE NEURODYNAMICS 2020
- 关键词：Mental workload Operator functional state Physiological signals Time-frequency analysis Semi-supervised learning
- 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
- Computational models of brain in cognitive function and mental disorder被引量：1收藏
- 作者：Wang, Rubin Su, Jianzhong
- 机构：East China Univ Sci & Technol;Univ Texas Arlington
- 来源：FRONTIERS IN PSYCHIATRY 2023
- 关键词：computational models neuroscience cognitive function mental disorder neurodynamics
