Faculty Profiles - WANG Yiwen | The Hong Kong University of Science and Technology

2024 1

Neural Manifold Constraint for Spike Prediction Models under Behavioral Reinforcement

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 32, July 2024, article number 10614238, p. 2772-2781
Wu, Shenghui; Zhang, Xiang; Wang, Yiwen
Article

2023 11

Adaptive Quantized Control of Flexible Manipulators Subject to Unknown Dead Zones

IEEE Transactions on Systems, Man, and Cybernetics: Systems, June 2023, article number 10159274, p. 1-10
Zhao, Zhijia; Liu, Yiming; Cai, Sentao; Li, Zhifu; Wang, Yiwen; Hong, Keum-Shik; Li, Han-Xiong
Article

Audio-induced medial prefrontal cortical dynamics enhances coadaptive learning in brain-machine interfaces

Journal of Neural Engineering, v. 20, (5), October 2023, article number 056035
Tan, Jieyuan; Zhang, Xiang; Wu, Shenghui; Song, Zhiwei; Chen, Shuhang; Huang, Yifan; Wang, Yiwen
Article

Kernel Reinforcement Learning-assisted Adaptive Decoder Facilitates Stable and Continuous Brain Control Tasks

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 31, October 2023, article number 10271737, p. 4125-4134
Zhang, Xiang; Chen, Shuhang; Wang, Yiwen
Article

Online Estimating Pairwise Neuronal Functional Connectivity in Brain-Machine Interface

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 32, November 2023, article number 10328630, p. 271-281
Chen, Shuhang; Zhang, Xiang; Shen, Xiang; Huang, Yifan; Wang, Yiwen
Article

A Bayesian Decoder Representing Single-Directional Connectivity between Neurons in Brain-Machine Interface

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, December 2023, article number 10340970
Chen, Shuhang; Wang, Yiwen
Conference paper

A Kernel Reinforcement Learning Decoding Framework Integrating Neural and Feedback Signals for Brain Control

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, December 2023, article number 10340203
Zhang, Xiang; Wang, Yiwen
Conference paper

A Novel KL Divergence Optimization Method for Aligning Neural Population Patterns during Task Learning

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics / IEEE. Piscataway, NJ : IEEE, 2023, p. 4637-4642, article number 10394543
Song, Zhiwei; Zhang, Xiang; Wang, Yiwen
Conference paper

Applying Neural Manifold Constraint on Point Process Model for Neural Spike Prediction

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, December 2023, article number 10340489
Wu, Shenghui; Wang, Yiwen
Conference paper

Decoding Ensemble Spike States from Extracellular Field Potentials

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, December 2023, article number 10341044
Huang, Yifan; Zhang, Xiang; Wang, Yiwen
Conference paper

State-space Model Based Inverse Reinforcement Learning for Reward Function Estimation in Brain-machine Interfaces

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, December 2023, article number 10340953
Tan, Jieyuan; Zhang, Xiang; Wu, Shenghui; Wang, Yiwen
Conference paper

Tracking the Dynamic Neural Connectivity via Conjugate Gradient Optimization

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, December 2023, article number 10340664
Li, Mingdong; Chen, Shuhang; Zhao, Zhijia; Wang, Yiwen
Conference paper

2022 7

Extracting synchronized neuronal activity from local field potentials based on a marked point process framework

Journal of Neural Engineering, v. 19, (4), 1 August 2022, article number 046043
Huang, Yifan; Zhang, Xiang; Shen, Xiang; Chen, Shuhang; Principe, Jose; Wang, Yiwen
Article

Intermediate Sensory Feedback Assisted Multi-Step Neural Decoding for Reinforcement Learning based Brain-Machine Interfaces

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 30, 11 October 2022, article number 9915652, p. 2834-2844
Shen, Xiang; Zhang, Xiang; Huang, Yifan; Chen, Shuhang; Yu, Zhuliang; Wang, Yiwen
Article

Spike Prediction on Primary Motor Cortex from Medial Prefrontal Cortex during Task Learning

Journal of Neural Engineering, v. 19, (4), August 2022, article number 046025
Wu, Shenghui; Qian, Cunle; Shen, Xiang; Zhang, Xiang; Huang, Yifan; Chen, Shuhang; Wang, Yiwen
Article

Cluster Kernel Reinforcement Learning-based Kalman Filter for Three-Lever Discrimination Task in Brain-Machine Interface

44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, v. 2022, July 2022, article number 9871669, p. 690-693
Song, Zhiwei; Zhang, Xiang; Wang, Yiwen
Conference paper

Estimating Reward Function from Medial Prefrontal Cortex Cortical Activity using Inverse Reinforcement Learning

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, v. 2022-July, 2022, article number 9871194, p. 3346-3349
Tan, Jieyuan; Shen, Xiang; Zhang, Xiang; Song, Zhiwei; Wang, Yiwen
Conference paper

Estimating Reward Function from Medial Prefrontal Cortex Cortical Activity Using Inverse Reinforcement Learning

Tan, Jieyuan; Shen, Xiang; Zhang, Xiang; Song, Zhiwei; Wang, Yiwen
Conference paper

Modeling Neural Connectivity in a Point-Process Analogue of Kalman Filter

44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, v. 2022, July 2022, article number 9871283, p. 768-771
Li, Mingdong; Chen, Shuhang; Liu, Xi; Song, Zhiwei; Wang, Yiwen
Conference paper

2021 11

A Nonlinear Maximum Correntropy Information Filter for High-Dimensional Neural Decoding

Entropy, v. 23, (6), June 2021, article number 743
Liu, Xi; Chen, Shuhang; Shen, Xiang; Zhang, Xiang; Wang, Yiwen
Article

Hierarchical Dynamical Model for Multiple Cortical Neural Decoding

Neural Computation, v. 33, (5), May 2021, p. 1372-1401
Liu, Xi; Shen, Xiang; Chen, Shuhang; Zhang, Xiang; Huang, Yifan; Wang, Yueming; Wang, Yiwen
Article

Reinforcement Learning in Reproducing Kernel Hilbert Spaces: Enabling Continuous Brain?Machine Interface Adaptation

IEEE Signal Processing Magazine, v. 38, (4), July 2021, article number 9467385, p. 34-45
Wang, Yiwen; Principe, Jose C.
Article

Robust Neural Decoding by Kernel Regression with Siamese Representation Learning

Journal of Neural Engineering, v. 18, (5), October 2021, article number 056062
Li, Yangang; Qi, Yu; Wang, Yiwen; Wang, Yueming; Xu, Kedi; Pan, Gang
Article

Tracking Fast Neural Adaptation by Globally Adaptive Point Process Estimation for Brain-Machine Interface

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 29, August 2021, p. 1690-1700
Chen, Shuhang; Zhang, Xiang; Shen, Xiang; Huang, Yifan; Wang, Yiwen
Article

Considering Neural Connectivity in Point Process Decoder for Brain-Machine Interface

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, November 2021, article number 9630383, p. 6341-6344
Chen, Shuhang; Liu, Xi; Wang, Yiwen
Conference paper

Cross-Intensity-Based Spatial-Temporal Clustering of Spike Trains for Brain State Estimation

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics / IEEE. Piscataway, NJ : IEEE, 2021, p. 2684-2688, article number 9659284
Huang, Yifan; Qian, Cunle; Zhang, Xiang; Wang, Yiwen
Conference paper

Efficient Point-Process Modeling of Spiking Neurons for Neuroprosthesis

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, November 2021, article number 9630019, p. 6198-6202
Li, Weihan; Qian, Cunle; Qi, Yu; Wang, Yiwen; Wang, Yueming; Pan, Gang
Conference paper

Kernel Temporal Difference Based Reinforcement Learning for Brain Machine Interfaces

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, November 2021, p. 6721-6724
Shen, Xiang; Zhang, Xiang; Wang, Yiwen
Conference paper

Multivariate Encoding Analysis of Medial Prefrontal Cortex Cortical Activity During Task Learning

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, November 2021, article number 9630322, p. 6699-6702
Tan, Jieyuan; Shen, Xiang; Zhang, Xiang; Wang, Yiwen
Conference paper

Reinforcement Learning-based Kalman Filter for Adaptive Brain Control in Brain-Machine Interface

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, November 2021, p. 6619-6622
Zhang, Xiang; Song, Zhiwei; Wang, Yiwen
Conference paper

2020 8

Binless Kernel Machine: Modeling Spike Train Transformation for Cognitive Neural Prostheses

Neural Computation, v. 32, (10), 1 October 2020, p. 1863-1900
Qian, Cunle; Sun, Xuyun; Wang, Yueming; Zheng, Xiaoxiang; Wang, Yiwen; Pan, Gang
Article

Task Learning over Multi-Day Recording via Internally Rewarded Reinforcement Learning based Brain Machine Interfaces

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 28, (12), December 2020, article number 9269471, p. 3089-3099
Shen, Xiang; Zhang, Xiang; Huang, Yifan; Chen, Shuhang; Wang, Yiwen
Article

Covariant Cluster Transfer for Kernel Reinforcement Learning in Brain-Machine Interface

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, v. 2020-July, July 2020, article number 9175985, p. 3086-3089
Zhang, Xiang; Wang, Yiwen
Conference paper

Decoding Reward Information from Local Field Potential and Spikes in Medial Prefrontal Cortex of Rats

IEEE Transactions on Systems, Man, and Cybernetics: Systems, v. 2020-October, October 2020, article number 9283456, p. 1015-1020
Huang, Yifan; Shen, Xiang; Zhang, Xiang; Chen, Shuhang; Wang, Yiwen
Conference paper

Estimating Neural Modulation via Adaptive Point Process Method in Brain-machine Interface

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, v. 2020-July, July 2020, article number 9175240, p. 3078-3081
Chen, Shuhang; Zhang, Xiang; Shen, Xiang; Huang, Yifan; Wang, Yiwen
Conference paper

Investigating Co-Activation between Medial Prefrontal and Primary Motor Cortical Spike Trains during Task Learning

IEEE Transactions on Systems, Man, and Cybernetics: Systems, v. 2020-October, October 2020, article number 9283121, p. 1269-1274
Wu, Shenghui; Qian, Cunle; Shen, Xiang; Zhang, Xiang; Huang, Yifan; Chen, Shuhang; Wang, Yiwen
Conference paper

Multi-objective magnitude-based pruning for latency-aware deep neural network compression

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 12269, 2020, p. 470-483
Hong, Wenjing; Yang, Peng; Wang, Yiwen; Tang, Ke
Conference paper

Reinforcement Learning based Decoding Using Internal Reward for Time Delayed Task in Brain Machine Interfaces

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, v. 2020-July, July 2020, article number 9175964, p. 3351-3354
Shen, Xiang; Zhang, Xiang; Huang, Yifan; Chen, Shuhang; Wang, Yiwen
Conference paper

2019 9

A Convolutional Neural Network for the Detection of Asynchronous Steady State Motion Visual Evoked Potential

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 27, (6), June 2019, article number 8708243, p. 1303-1311
Zhang, Xin; Xu, Guanghua; Mou, Xiang; Ravi, Aravind; Li, Min; Wang, Yiwen; Jiang, Ning
Article

Clustering Neural Patterns in Kernel Reinforcement Learning Assists Fast Brain Control in Brain-Machine Interfaces

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 27, (9), September 2019, p. 1684-1694
Zhang, Xiang; Libedinsky, Camilo; So, Rosa; Principe, Jose C.; Wang, Yiwen
Article

Epileptic Focus Localization via Brain Network Analysis on Riemannian Manifolds

IEEE Transactions on Neural Systems and Rehabilitation Engineering : a publication of the IEEE Engineering in Medicine and Biology Society, v. 27, (10), October 2019, p. 1942-1951
Qi, Yu; Lin, Kang; Wang, Yueming; Ren, Feixiao; Lian, Qi; Wang, Shuang; Jiang, Hongjie; Zhu, Junming; Wang, Yiwen; Wu, Zhaohui; Pan, Gang
Article

Spatial-Temporal Discriminative Restricted Boltzmann Machine for Event-Related Potential Detection and Analysis

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 27, (2), February 2019, article number 8611394, p. 139-151
Li, Jingcong; Yu, Zhu Liang; Gu, Zhenghui; Tan, Mingkui; Wang, Yiwen; Li, Yuanqing
Article

A K-Medoids based Point-Process Modeling on Neural Spike Transformation using Binless Kernel

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, July 2019, article number 8856479, p. 4387-4390
Qian, Cunle; Sun, Xuyun; Yang, Zaiyue; Pan, Gang; Wang, Yiwen
Conference paper

A Weight Transfer Mechanism for Kernel Reinforcement Learning Decoding in Brain-Machine Interfaces

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, July 2019, article number 8856555, p. 3547-3550
Zhang, Xiang; Wang, Yiwen
Conference paper

Decoding transition between kinematics stages for brain-machine interface

Conference Proceedings of IEEE International Conference on Systems, Man and Cybernetics, October 2019, article number 8914285, p. 3592-3597
Chen, Shuhang; Zhang, Xiang; Shen, Xiang; Huang, Yifan; Wang, Yiwen
Conference paper

Modelling mPFC Activities in Reinforcement Learning Framework for Brain-Machine Interfaces

International IEEE/EMBS Conference on Neural Engineering, NER, v. 2019-March, May 2019, article number 8717162, p. 243-246
Shen, Xiang; Zhang, Xiang; Huang, Yifan; Chen, Shuhang; Wang, Yiwen
Conference paper

Time-frequency Relevancy Analysis between Local Field Potentials and Lever Pressing Motion of Rats

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, July 2019, article number 8857640, p. 7169-7172
Huang, Yifan; Shen, Xiang; Wang, Yiwen; Chen, Shuhang; Zhang, Xiang
Conference paper

2018 5

Nonlinear modeling of neural interaction for spike prediction using the staged point-process model

Neural Computation, v. 30, (12), 1 December 2018, p. 3189-3226
Qian, Cunle; Sun, Xuyun; Zhang, Shaomin; Xing, Dong; Li, Hongbao; Zheng, Xiaoxiang; Pan, Gang; Wang, Yiwen
Article

Predicting Spike Trains from PMd to M1 Using Discrete Time Rescaling Targeted GLM

IEEE Transactions on Cognitive and Developmental Systems, v. 10, (2), June 2018, p. 194-204
Xing, Dong; Qian, Cunle; Li, Hongbao; Zhang, Shaomin; Zhang, Qiaosheng; Hao, Yaoyao; Zheng, Xiaoxiang; Wu, Zhaohui; Wang, Yiwen; Pan, Gang
Article

Clustering Based Kernel Reinforcement Learning for Neural Adaptation in Brain-Machine Interfaces

Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), v. 2018, July 2018, p. 6125-6128
Zhang, Xiang; Principe, Jose; Wang, Yiwen
Conference paper

Convolutional Neural Network for Target Face Detection using Single-trial EEG Signal

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, v. 2018-July, 26 October 2018, article number 8512696, p. 2008-2011
Wang, Haofei; Shi, Bertram Emil; Wang, Yiwen
Conference paper

Tracking the Time Varying Neural Tuning via Adam on Point Process Observations

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, v. 2018-July, 26 October 2018, article number 8512241, p. 195-198
Zhang, Zitong; Chen, Shuhang; Yang, Zaiyue; Wang, Yiwen
Conference paper

2017 4

Prior Knowledge of Target Direction and Intended Movement Selection Improves Indirect Reaching Movement Decoding

Behavioural Neurology, v. 2017, (2017), article number 2182843
Li, Hongbao; Hao, Yaoyao; Zhang, Shaomin; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Article

Quantized Attention-Gated Kernel Reinforcement Learning for Brain-Machine Interface Decoding

IEEE Transactions on Neural Networks and Learning Systems, v. 28, (4), April 2017, article number 7335648
Wang, Fang; Wang, Yiwen; Xu, Kai; Li, Hongbao; Liao, Yuxi; Zhang, Qiaosheng; Zhang, Shaomin; Zheng, Xiaoxiang; Principe, Jose Carlos
Article

Spatial-Temporal Feature Analysis on Single-Trial Event Related Potential for Rapid Face Identification

Frontiers In Computational Neuroscience, v. 11, November 2017, article number 106
Jiang, Lei; Wang, Yun; Cai, Bangyu; Wang, Yueming; Wang, Yiwen
Article

Detecting Abrupt Change in Neuronal Tuning via Adaptive Point Process Estimation

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, September 2017, article number 8037830, p. 4395-4398
Chen, Junjun; Xu, Kai; Yang, Zaiyue; Wang, Yiwen
Conference paper

2016 3

Delving into α-stable distribution in noise suppression for seizure detection from scalp EEG

Journal of Neural Engineering, v. 13, (5), August 2016, article number 056009
Wang, Yueming; Qi, Yu; Wang, Yiwen; Lei, Zhen; Zheng, Xiaoxiang; Pan, Gang
Article

Tracking Neural Modulation Depth by Dual Sequential Monte Carlo Estimation on Point Processes for Brain–Machine Interfaces

IEEE Transactions on Biomedical Engineering, v. 63, (8), August 2016, article number 7328718, p. 1728-1741
Wang, Yiwen; She, Xiwei; Liao, Yuxi; Li, Hongbao; Zhang, Qiaosheng; Zhang, Shaomin; Zheng, Xiaoxiang; Principe, Jose Carlos
Article

Maximum Correntropy Based Attention-gated Reinforcement Learning Designed for Brain Machine Interface

2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), v. 2016-October, October 2016, article number 7591374, p. 3056-3059
Li, Hongbao; Wang, Fang; Zhang, Qiaosheng; Zhang, Shaomin; Wang, Yiwen; Zheng, Xiaoxiang; Principe, Jose Carlos
Conference paper

2015 9

A Cauchy-based State-space model for Seizure Detection in a EEG Monitoring System

IEEE Intelligent Systems, v. 30, (1), January 2015, article number 6973001, p. 6-12
Wang, Yueming; Qi, Yu; Zhu, Junming; Zhang, Jianmin; Wang, Yiwen; Pan, Gang; Zheng, Xiaoxiang; Wu, Zhaohui
Article

An Iterative Approach for EEG based Rapid Face Search: A refined retrieval by Brain-Computer Interface

IEEE Transactions on Autonomous Mental Development, v. 7, (3), September 2015, article number 7126945, p. 211-222
Wang, Yiwen; Jiang, Lei; Wang, Yun; Cai, Bangyu; Wang, Yueming; Chen, Weidong; Zhang, Sanyuan; Zheng, Xiaoxiang
Article

Monte Carlo point process estimation of electromyographic envelopes from motor cortical spikes for brain-machine interfaces

Journal of Neural Engineering, v. 12, (6), 2015, article number 066014
Liao, Yuxi; She, Xiwei; Wang, Yiwen; Zhang, Shaomin; Zhang, Qiaosheng; Zheng, Xiaoxiang; Principe, Jose Carlos
Article

Neural Control of a Tracking Task via Attention-gated Reinforcement Learning for Brain-Machine Interfaces

IEEE Transactions on Neural Systems and Rehabilitation Engineering, v. 23, (3), May 2015, article number 6863657, p. 458-467
Wang, Yiwen; Wang, Fang; Xu, Kai; Zhang, Qiaosheng; Zhang, Shaomin; Zheng, Xiaoxiang
Article

A Closed-loop System for Rapid Face Retrieval by Combining EEG and Computer Vision

2015 7th International IEEE/EMBS Conference on Neural Engineering (NER 2015), Institute of Electrical and Electronics Engineers (IEEE), 2015, p. 130-133
Wang, Yun; Jiang, Lei; Cai, Bangyu; Wang, Yiwen; Zhang, Shaomin; Zheng, Xiaoxiang
Conference paper

A Reconfigurable General Behavior Data Acquisition System for Motor Brain Machine Interface

2015 7th International IEEE/EMBS Conference on Neural Engineering (NER 2015), Institute of Electrical and Electronics Engineers (IEEE), 2015, p. 134-137
Wang, Lichao; Sun, Guanghao; Gui, Zhaozhong; Wang, Yiwen; Zhang, Shaomin; Zheng, Xiaoxiang
Conference paper

Dorsal Premotor Cortex of the Macaque Monkey Participate Grasp Planning

2015 7th International IEEE/EMBS Conference on Neural Engineering (NER 2015), Institute of Electrical and Electronics Engineers (IEEE), 2015, p. 66-69
Sun, Guanghao; Wang, Lichao; Zhang, Qiaosheng; Wang, Yiwen; Xu, Kedi; Zhang, Shaomin; Zheng, Xiaoxiang
Conference paper

Prediction of Switching Time between Movement Preparation and Execution by Neural Activity in Monkey Premotor Cortex

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2015), Institute of Electrical and Electronics Engineers (IEEE), 2015, p. 2612-2615
Li, Hongbao; Liao, Yuxi; Wang, Yiwen; Zhang, Qiaosheng; Zhang, Shaomin; Zheng, Xiaoxiang
Conference paper

Rapid Face Recognition Based on Single-Trial Event-Related Potential Detection over Multiple Brains

2015 7th International IEEE/EMBS Conference on Neural Engineering (NER 2015), Institute of Electrical and Electronics Engineers (IEEE), 2015, p. 106-109
Jiang, Lei; Wang, Yun; Cai, Bangyu; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

2014 12

A Multi-step Neural Control for Motor Brain-machine Interface by Reinforcement Learning

Applied Mechanics and Materials, v. 461, 2014, p. 565-569
Wang, Fang; Xu, Kai; Zhang, Qiaosheng; Wang, Yiwen; Zheng, Xiaoxiang
Article

Distinct Neural Patterns Enable Grasp Types Decoding in Monkey Dorsal Premotor Cortex

Journal of Neural Engineering, v. 11, (6), December 2014, article number 066011
Hao, Yaoyao; Zhang, Qiaosheng; Controzzi, Marco; Cipriani, Christian; Li, Yue; Li, Juncheng; Zhang, Shaomin; Wang, Yiwen; Chen, Weidong; Chiara Carrozza, Maria; Zheng, Xiaoxiang
Article

Long-Term Decoding Stability of Local Field Potentials from Silicon Arrays in Primate Motor Cortex During a 2-D Center Out Task

Journal of Neural Engineering, v. 11, (3), 2014, article number 036009
Wang, Dong; Zhang, Qiaosheng; Li, Yue; Wang, Yiwen; Zhu, Junming; Zhang, Shaomin; Zheng, Xiaoxiang
Article

Neural Coding for Effective Rehabilitation

BioMed Research International, v. 2014, 2014, article number 286505
Hu, Xiaoling; Wang, Yiwen; Zhao, Ting; Gunduz, Aysegul Necmettin
Article

Neural Decoding using a Parallel Sequential Monte Carlo method on Point Processes with Ensemble Effect

BioMed Research International, v. 2014, 2014, article number 685492
Xu, Kai; Wang, Yiwen; Wang, Fang; Liao, Yuxi; Zhang, Qiaosheng; Li, Hongbao; Zheng, Xiaoxiang
Article

Robust Stabilization of Nonlinear Systems with Uncertain Varying Control Coefficient

Mathematical Problems in Engineering, v. 2014, 2014, article number 875372
Yang, Zaiyue; Chan, Che Wai; Wang, Yiwen
Article

Tracking Time Variant Neuron Tuning Properties of Brain Machine Interfaces

Applied Mechanics and Materials, v. 461, 2014, p. 654-658
Liao, Yuxi; Li, Hongbao; Chen, Xi; Zhang, Qiaosheng; Wang, Yiwen; Zheng, Xiaoxiang
Article

Clustering and observation on neuron tuning property for brain machine interfaces

2014 International Conference on Multisensor Fusion and Information Integration for Intelligent Systems (MFI 2014), 2014, article number 6997680
She, Xiwei; Liao, Yuxi; Li, Hongbao; Zhang, Qiaosheng; Wang, Yiwen; Zheng, Xiaoxiang
Conference paper

Cortical discrimination of natural vibration stimulation in rats for a BMI task

2014 IEEE Biomedical Circuits and Systems Conference (BioCAS 2014), 2014, article number 6981799
Cao, Yan; Wang, Fang; Zhang, Qiaosheng; Xu, Kedi; Wang, Yiwen; Zheng, Xiaoxiang
Conference paper

Decoding motor cortical activities of Monkey: A dataset

2014 International Joint Conference on Neural Networks (IJCNN 2014), 2014, article number 6889840, p. 3865-3870
Zhou, Luoqing; Qi, Yu; Wang, Yueming; Pan, Gang; Wang, Yiwen; Zheng, Xiaoxiang; Wu, Zhaohui
Conference paper

Decoding the non-stationary neuron spike trains by dual Monte Carlo point process estimation in motor Brain Machine Interfaces

2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2014), 2014, article number 6945120, p. 6513-6516
Liao, Yuxi; Li, Hongbao; Zhang, Qiaosheng; Fan, Gong; Wang, Yiwen; Zheng, Xiaoxiang
Conference paper

The comparison of long-term decoding performance between low and high frequency local field potentials in macaque monkeys

2014 4th IEEE International Conference on Information Science and Technology (ICIST 2014), 2014, article number 6920561, p. 648-651
Li, Yue; Wang, Dong; Zhang, Qiaosheng; Wang, Yiwen; Zhang, Shaomin; Zheng, Xiaoxiang
Conference paper

2013 9

CorticoMuscular Coherence Analysis on Hand Movement Distinction for Active Rehabilitation

Computational and Mathematical Methods in Medicine, 2013, 2013, article number 908591
Lou, Xinxin; Xiao, Siyuan; Qi, Yu; Wang, Yiwen; Hu, Xiaoling; Zheng, Xiaoxiang
Article

Decoding Grasp Movement from Monkey Premotor Cortex for Real-time Prosthetic Hand Control

Chinese Science Bulletin, v. 58, (20), July 2013, p. 2512-2520
Hao, Yaoyao; Zhang, Qiaosheng; Zhang, Shaomin; Zhao, Ting; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Article

Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping

Computational and Mathematical Methods in Medicine, v. 2013, 2013, article number 730374
Cao, Yan; Hao, Yaoyao; Liao, Yuxi; Xu, Kai; Wang, Yiwen; Zhang, Shaomin; Zhang, Qiaosheng; Chen, Weidong; Zheng, Xiaoxiang
Article

Local-learning-based Neuron Selection for Grasping Gesture Prediction in Motor Brain Machine Interfaces

Journal of Neural Engineering, v. 10, (2), April 2013, article number 026008
Xu, Kai; Wang, Yiwen; Wang, Yueming; Wang, Fang; Hao, Yaoyao; Zhang, Shaomin; Zhang, Qiaosheng; Chen, Weidong; Zheng, Xiaoxiang
Article

Universal stabilization design for uncertain nonlinear system with sign-switching unknown control direction

International Journal of Control, v. 86, (1), 2013, p. 172-182
Yang, Zaiyue; Wang, Yiwen; Sun, Youxian
Article

A Rapid Face Recognition BCI System using Single-trial ERP

2013 6th International IEEE/EMBS Conference on Neural Engineering (NER 2013), Institute of Electrical and Electronics Engineers (IEEE), 2013, p. 89-92
Cai, Bangyu; Xiao, Siyuan; Jiang, Lei; Wang, Yiwen; Zheng, Xiaoxiang
Conference paper

A Shared Control Policy for Center-Out Movement Decoding in Motor Brain-Machine Interface

IFAC Proceedings Volumes, v. 46, (20), 2013, p. 345-348
Chen, Xi; Liao, Yuxi; Wang, Yiwen; Zhang, Shaomin; Zhang, Qiaosheng; Zheng, Xiaoxiang
Conference paper

ERP Component Analysis for Rapid Image Searching in Finer Categories

2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2013), Institute of Electrical and Electronics Engineers (IEEE), 2013, p. 3089-3092
Xiao, Siyuan; Cai, Bangyu; Jiang, Lei; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

Semantic-based Sound Retrieval by ERP in Rapid Serial Auditory Presentation Paradigm

2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2013), Institute of Electrical and Electronics Engineers (IEEE), 2013, p. 2788-2791
Jiang, Lei; Cai, Bangyu; Xiao, Siyuan; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

2012 3

A frequency-temporal-spatial method for motor-related electroencephalography pattern recognition by comprehensive feature optimization

Computers in Biology and Medicine, v. 42, (4), 2012, April, p. 353-363
Wu, Bian; Yang, Fan; Zhang, Jicai; Wang, Yiwen; Zheng, Xiaoxiang; Chen, Weidong
Article

Development of an invasive brain- machine interface with a monkey model

Chinese Science Bulletin, v. 57, (16), 2012, June, p. 2036-2045
Zhang, Qiaosheng; Zhang, Shaomin; Hao, Yaoyao; Zhang, Huaijian; Zhu, Junming; Zhao, Ting; Zhang, Jianmin; Wang, Yiwen; Zheng, Xiaoxiang; Chen, Weidong
Article

Mutual Information Analysis on Non-Stationary Neuron Importance for Brain Machine Interfaces

2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2012), Institute of Electrical and Electronics Engineers (IEEE), 2012, p. 2748-2751
Liao, Yuxi; Wang, Yiwen; Zheng, Xiaoxiang; Príncipe, Jose Carlos
Conference paper

2011 8

A High-accuracy Detection and Estimation Method of Intermodulated Sinusoids

IEEE Transactions on Circuits and Systems I: Regular Papers, v. 58, (10), 2011, Article number 5768045, p. 2477-2484
Yang, Zaiyue; Chan, Che Wai; Wang, Yiwen
Article

Decoding the nonstationary neural activity in motor cortex for brain machine interfaces

International Journal of Imaging Systems and Technology, v. 21, (2), 2011, June, p. 158-164
Zhang, Shaomin; Liao, Yuxi; Zheng, Xiaoxiang; Chen, Weidong; Wang, Yiwen
Article

Improved Binocular Vergence Control via a Neural Network That Maximizes an Internally Defined Reward

IEEE Transactions on Autonomous Mental Development, v. 3, (3), September 2011, p. 247-256
Wang, Yiwen; Shi, Bertram E.
Article

Robust Control for Uncertain Nonlinear Systems with State-dependent Control Direction

International Journal of Robust and Nonlinear Control, v. 21, (1), 10 January 2011, p. 106-118
Yang, Zaiyue; Yam, S.C.P.; Li, Leongkwan; Wang, Yiwen
Article

Building Brain Machine Interfaces: From Rat to Monkey

ASCC 2011 - 8th Asian Control Conference - Final Program and Proceedings
Zhang, Qiaosheng; Zhang, Shaomin; Lin, Jiyan; Hao, Yaoyao; Jiang, Bo; Yang, Xin; Li, Yi; Zheng, Nenggan; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

Comparisons Between Linear and Nonlinear Methods for Decoding Motor Cortical Activities of Monkey

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, 2011, Article number 6091044, p. 4207-4210
Xu, Kai; Wang, Yueming; Zhang, Shaomin; Zhao, Ting; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

FPGA Implementation of Hardware Processing Modules As Coprocessors in Brain-Machine Interfaces

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, 2011, Article number 6091142, p. 4613-4616
Wang, Dong; Hao, Yaoyao; Zhu, Xiaoping; Zhao, Ting; Wang, Yiwen; Chen, Yaowu; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

Time-frequency Optimized Spatial Patterns for Movement-related EEG Decoding

2011 5th International IEEE/EMBS Conference on Neural Engineering, NER 2011, 2011, Article number 5910494, p. 84-87
Wu, Bian; Wang, Yiwen; Chen, Weidong; Zheng, Xiaoxiang
Conference paper

2010 3

Autonomous Development of Vergence Control Driven by Disparity Energy Neuron Populations

Neural Computation, v. 22, (3), 2010, Mar, p. 730-751
Wang, Yiwen; Shi, Bertram E.
Article

Instantaneous Estimation of Motor Cortical Neural Encoding for online Brain-Machine Interfaces

Journal of Neural Engineering, v. 7, (5), October 2010, Article number 56010
Wang, Yiwen; Principe, Jose Carlos
Article

Universal Repetitive Learning Control for Nonparametric Uncertainty and Unknown State-Dependent Control Direction Matrix

IEEE Transactions on Automatic Control, v. 55, (7), 2010, Jul, Article number 5440932, p.1710-1715
Yang, Zaiyue; Yam, S.C.P.; Li, Leongkwan; Wang, Yiwen
Article

2009 9

Ascertaining Neuron Importance by Information Theoretical Analysis in Motor Brain-Machine Interfaces

Neural Networks, v. 22, (5-6), 2009, Jul, p. 781-790
Wang, Yiwen; Principe, Jose Carlos; Sanchez, Justin C.
Article

Extended Kernel Recursive Least Squares Algorithm

IEEE Transactions on Signal Processing, v. 57, (10), 2009, p. 3801-3814
Liu, Weifeng; Park, Il (Memming); Wang, Yiwen; Principe, Jose Carlos
Article

Sequential Monte Carlo Point Process Estimation of Kinematics from Neural Spiking Activity for Brain-Machine Interfaces

Neural Computation, v. 21, (10), 2009, Oct, p.2894-2930
Wang, Yiwen; Paiva, Antonio R C; Principe, Jose Carlos; Sanchez, Justin C.
Article

Hebbian Learning of Visually Directed Reaching by a Robot Arm

2009 IEEE Biomedical Circuits and Systems Conference (BioCAS 2009), 2009, Article number 5372049, p. 205-208
Wang, Yiwen; Wu, Tingfan; Orchard, Garrick; Dudek, Piotr; Rucci, Michele; Shi, Bertram E.
Conference paper

Maximizing Neural Responses Leads to Sensori-Motor Coordination of Binocular Vergence

2009 IEEE Symposium Computational Intelligence for Multimedia Signal and Vision Processing, CIMSVP 2009 - Proceedings, 2009, Article number 4925642, p. 14-20
Wang, Yiwen; Shi, Bertram E.
Conference paper

On Retrieval of Intermodulated Sinusoids

Proceedings of the IEEE Conference on Decision and Control, 2009, Article number 5400167, p. 7273-7278
Yang, Zaiyue; Chan, Che Wai; Wang, Yiwen
Conference paper

Point Process Modeling on Decoding and Encoding for Brain Machine Interfaces

Proceedings of 2009 7th Asian Control Conference, ASCC 2009, 2009, Article number 5276155, p. 1000-1005
Wang, Yiwen; Principe, Jose Carlos
Conference paper

Robust Control for Uncertain Nonlinear Systems with Unknown and Changing Control Direction

Med: 2009 17th Mediterranean Conference on Control & Automation, v. 1-3, 2009, p. 235-239
Yang, Zaiyue; Yam, S.C.P.; Li, Leongkwan; Wang, Yiwen
Conference paper

Selecting Neural Subsets for Kinematics Decoding by Information Theoretical Analysis in Motor Brain Machine Interfaces

Proceedings of the International Joint Conference on Neural Networks, 2009, Article number 5178809, p. 3275-3280
Wang, Yiwen; Sanchez, Justin C.; Principe, Jose Carlos
Conference paper

2008 4

A Synthetic Averaging Method on Point Process for Motor Brain Machine Interfaces

Proceedings of the 2008 IEEE Workshop on Machine Learning for Signal Processing, MLSP 2008, 2008, Article number 4685459, Pages 79-84
Wang, Yiwen; Principe, Jose Carlos
Conference paper

Consistent Detection of Mid-Sagittal Planes for Follow-up MR Brain studies

Progress in Biomedical Optics and Imaging - Proceedings of SPIE, v. 6914, 2008, Article number 691433
Wang, Yiwen; Zhang, Li
Conference paper

Point Process Models for Motor BMIs: An Assessment

Wang, Yiwen; Principe, Jose Carlos; Sanchez, Justin C.
Conference paper

Tracking the Non-Stationary Neuron Tuning by Dual Kalman Filter for Brain Machine Interfaces Decoding

IEEE Engineering in Medicine and Biology Society Conference Proceedings, 2008, Article number 4649508, p. 1720-1723
Wang, Yiwen; Principe, Jose Carlos
Conference paper

2007 5

Adaptive Algorithms for the Point Processes

Brain-Machine Interface Engineering / 2007, p.173-196
Wang, Yiwen
Book chapter

Foundations of Neuronal representation

Synthesis Lectures on Biomedical Engineering / v. 17, 2007, p. 21-55
Kim, Sung-Phil; Wang, Yiwen
Book chapter

Neural Decoding Using Generative BMI Models

Brain-Machine Interface Engineering / 2007, p.141-172
Wang, Yiwen; Darmanjian, Shalom
Book chapter

A Monte Carlo Sequential Estimation of Point Process Optimum Filtering for Brain Machine Interfaces

IEEE International Conference on Neural Networks - Conference Proceedings, 2007, Article number 4371308, p. 2250-2255
Wang, Yiwen; Paiva, Antonio R C; Principe, Jose Carlos; Sanchez, Justin C.
Conference paper

Information Theoretical Estimators of Tuning Depth and Time Delay for Motor Cortex Neurons

Proceedings of the 3rd International IEEE EMBS Conference on Neural Engineering, 2007, Article number 4227324, p. 502-505
Wang, Yiwen; Sanchez, Justin C.; Principe, Jose Carlos
Conference paper

2006 2

A Monte Carlo Sequential Estimation of Point Process Optimum Filtering for Brain Machine Interfaces

Neural Networks, 2006. IJCNN '06. International Joint Conference on July 2006, p.1846 – 1850
Wang, Yiwen; Paiva, Antonio R C; Principe, Jose Carlos
Conference paper

Analysis of the Correlation between Local Field Potentials and Neuronal Firing Rate in the Motor Cortex

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings, 2006, Article number 4030125, p. 6185-6188
Wang, Yiwen; Sanchez, Justin C.; Principe, Jose Carlos; Mitzelfelt, Jeremiah D.; Gunduz, Aysegul Necmettin
Conference paper

2005 1

Comparison of TDNN Training Algorithms in Brain Machine Interfaces

Proceedings of the International Joint Conference on Neural Networks, v. 4, 2005, Article number 1556288, p. 2459-2462
Wang, Yiwen; Kim, Sung-Phil; Principe, Jose Carlos
Conference paper

BIEN5040	Introduction to Neural Engineering
ELEC2910	Academic and Professional Development I
ELEC3910	Academic and Professional Development II

CPEG4911	Computer Engineering Final Year Project in ELEC
ELEC2910	Academic and Professional Development I
ELEC3910	Academic and Professional Development II
ELEC4130	Machine Learning on Images
ELEC4940C	Independent Study

BIEN3310	Data Science for Neural Engineering
BIEN5040	Introduction to Neural Engineering
ELEC2910	Academic and Professional Development I
ELEC3810	Data Science for Neural Engineering
ELEC3910	Academic and Professional Development II

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From January 2021 to December 2024 (As of 21 November 2024)

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