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Neural-Dynamic Optimization-Based Model Predictive Control for Tracking and Formation of Nonholonomic Multirobot Systems Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 12,Page: 6113-6122
Authors:  Li, Zhijun;  Yuan, Wang;  Chen, Yao;  Ke, Fan;  Chu, Xiaoli;  Chen, C. L. Philip
Favorite  |  View/Download:6/0  |  Submit date:2019/01/17
Formation control  multiple mobile robots  neural-dynamic optimization  nonlinear model predictive control (NMPC)  
Postboosting Using Extended G-Mean for Online Sequential Multiclass Imbalance Learning Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 12,Page: 6163-6177
Authors:  Vong, Chi-Man;  Du, Jie;  Wong, Chi-Man;  Cao, Jiu-Wen
Favorite  |  View/Download:7/0  |  Submit date:2019/01/17
Dynamic changing distribution  extreme learning machine  imbalance class distribution  multiclass imbalance learning  online sequential learning  
Nonparametric Bayesian Correlated Group Regression With Applications to Image Classification Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 11,Page: 5330-5344
Authors:  Luo, Lei;  Yang, Jian;  Zhang, Bob;  Jiang, Jielin;  Huang, Heng
Favorite  |  View/Download:6/0  |  Submit date:2019/01/17
Correlated group regression  expectation-maximization (EM)  robust image classification  scale mixture of matrix Gaussian distribution  sparse Bayesian learning (SBL)  
Adaptive Critic Design for Pure-Feedback Discrete-Time MIMO Systems Preceded by Unknown Backlashlike Hysteresis Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 11,Page: 5681-5690
Authors:  Tang, Li;  Liu, Yan-Jun;  Chen, C. L. Philip
Favorite  |  View/Download:2/0  |  Submit date:2019/01/17
Adaptive critic design (ACD)  backlashlike hysteresis  neural networks (NNs)  nonlinear pure-feedback systems  optimal control  
Learning With Coefficient-Based Regularized Regression on Markov Resampling Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 9,Page: 4166-4176
Authors:  Li, Luoqing;  Li, Weifu;  Zou, Bin;  Wang, Yulong;  Tang, Yuan Yan;  Han, Hua
Favorite  |  View/Download:15/0  |  Submit date:2018/10/30
Coefficient-based regularized regression (CBRR)  learning rate  Markov resampling  uniformly ergodic Markov chain (u.e.M.c.)  
Shared Autoencoder Gaussian Process Latent Variable Model for Visual Classification Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 9,Page: 4272-4286
Authors:  Li, Jinxing;  Zhang, Bob;  Zhang, David
Favorite  |  View/Download:11/0  |  Submit date:2018/10/30
Autoencoder  discriminative  Gaussian process (GP)  kernel  latent variable model  multiview  
Learning Multimodal Parameters: A Bare-Bones Niching Differential Evolution Approach Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 7,Page: 2944-2959
Authors:  Gong, Yue-Jiao;  Zhang, Jun;  Zhou, Yicong
Favorite  |  View/Download:13/0  |  Submit date:2018/10/30
Fitness landscape  Gaussian model  multimodal optimization (MMOP)  neighborhood strategy  neural network ensemble (NNE)  niching  
Substructural Regularization With Data-Sensitive Granularity for Sequence Transfer Learning Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 6,Page: 2545-2557
Authors:  Sun, Shichang;  Liu, Hongbo;  Meng, Jiana;  Chen, C. L. Philip;  Yang, Yu
Favorite  |  View/Download:12/0  |  Submit date:2018/10/30
Data-sensitive granularity  hidden Markov model (HMM)  relative entropy (RE)  sequence transfer learning  substructural regularization  
Uncertain Data Clustering in Distributed Peer-to-Peer Networks Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 6,Page: 2392-2406
Authors:  Zhou, Jin;  Chen, Long;  Chen, C. L. Philip;  Wang, Yingxu;  Li, Han-Xiong
Favorite  |  View/Download:24/0  |  Submit date:2018/10/30
Attribute Weight Entropy  Distributed Clustering  Peer-to-peer (P2p) Networks  Uncertain Data  
Kernel-Based Multilayer Extreme Learning Machines for Representation Learning Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 3,Page: 757-762
Authors:  Wong, Chi Man;  Vong, Chi Man;  Wong, Pak Kin;  Cao, Jiuwen
Favorite  |  View/Download:10/0  |  Submit date:2018/10/30
Kernel Learning  Multilayer Extreme Learning Machine (Ml-elm)  Representation Learning  Stacked Autoencoder (Sae)