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Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 8, 页码: 3017-3031
作者:  Chu, Fei;  Liang, Tao;  Chen, C. L. Philip;  Wang, Xuesong;  Ma, Xiaoping
收藏  |  浏览/下载:206/0  |  提交时间:2020/09/07
Learning systems  Training  Heuristic algorithms  Neural networks  Automation  Process control  Control engineering  Broad learning system (BLS)  incremental learning algorithm  noise and outliers  weighted penalty factor  
Outdoor Shadow Estimating Using Multiclass Geometric Decomposition Based on BLS 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 5, 页码: 2152-2165
作者:  Chen, Zhihua;  Gao, Ting;  Sheng, Bin;  Li, Ping;  Chen, C. L. Philip
收藏  |  浏览/下载:237/0  |  提交时间:2020/06/22
Lighting  Sun  Estimation  Learning systems  Feature extraction  Neural networks  Classification algorithms  Broad learning system (BLS)  illumination estimating  Markov random field (MRF)  multiclass integrating  shadow synthesis  
Fuzzy Broad Learning System: A Novel Neuro-Fuzzy Model for Regression and Classification 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 2, 页码: 414-424
作者:  Feng, Shuangg;  Chen, C. L. Philip
收藏  |  浏览/下载:190/0  |  提交时间:2020/03/30
Broad learning system (BLS)  classification  k-means  regression  Takagi-Sugeno (TS) fuzzy system  
Structured Manifold Broad Learning System: A Manifold Perspective for Large-Scale Chaotic Time Series Analysis and Prediction 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2019, 卷号: 31, 期号: 9, 页码: 1809-1821
作者:  Han, Min;  Feng, Shoubo;  Chen, C. L. Philip;  Xu, Meiling;  Qiu, Tie
收藏  |  浏览/下载:233/0  |  提交时间:2019/12/16
Manifold learning  dynamical system  nonuniform embedding  broad learning system  time series  
Universal Approximation Capability of Broad Learning System and Its Structural Variations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 4, 页码: 1191-1204
作者:  Chen, C. L. Philip;  Liu, Zhulin;  Feng, Shuang
收藏  |  浏览/下载:237/0  |  提交时间:2019/12/16
Broad learning system (BLS)  deep learning  face recognition  functional link neural networks (FLNNs)  non-linear function approximation  time-variant big data modeling  universal approximation  
Automatic Leader-Follower Persistent Formation Control for Autonomous Surface Vehicles 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 12146-12155
作者:  Chen, C. L. Philip;  Yu, Dengxiu;  Liu, Lu
收藏  |  浏览/下载:245/0  |  提交时间:2019/07/12
Leader-follower  autonomous surface vehicles  trajectory tracking  relation-invariable persistent formation  broad learning system  dynamic surface control  
Discriminative graph regularized broad learning system for image recognition 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2018, 卷号: 61, 期号: 11, 页码: 14
作者:  Jin, Junwei;  Liu, Zhulin;  Chen, C. L. Philip
收藏  |  浏览/下载:177/0  |  提交时间:2019/12/16
broad learning system  deep learning  graph regularization  image recognition  feature extraction  incremental learning  
Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep Architecture 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 1, 页码: 10-24
作者:  Chen, C. L. Philip;  Liu, Zhulin
收藏  |  浏览/下载:179/0  |  提交时间:2019/12/16
Big data  big data modeling  broad learning system (BLS)  deep learning  incremental learning  random vector functional-link neural networks (RVFLNN)  single layer feedforward neural networks (SLFN)  singular value decomposition (SVD)