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Stochastic Conjugate Gradient Algorithm With Variance Reduction 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 5, 页码: 1360-1369
Authors:  Jin, Xiao-Bo;  Zhang, Xu-Yao;  Huang, Kaizhu;  Geng, Guang-Gang
Favorite  |  View/Download:7/0  |  Submit date:2019/07/11
Computational efficiency  covariance reduction  empirical risk minimization (ERM)  linear convergence  stochastic conjugate gradient (CG)  
Discriminative Feature Selection via Employing Smooth and Robust Hinge Loss 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 3, 页码: 788-802
Authors:  Peng, Hanyang;  Liu, Cheng-Lin
Favorite  |  View/Download:4/0  |  Submit date:2019/07/12
Accelerated proximal gradient (APG)  extended hinge loss (HL)  feature selection  sparsity regularization  
Variational Bayesian Learning for Dirichlet Process Mixture of Inverted Dirichlet Distributions in Non-Gaussian Image Feature Modeling 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 2, 页码: 449-463
Authors:  Ma, Zhanyu;  Lai, Yuping;  Kleijn, W. Bastiaan;  Song, Yi-Zhe;  Wang, Liang;  Guo, Jun
Favorite  |  View/Download:4/0  |  Submit date:2019/07/12
Bayesian estimation  computer vision  Dirichlet process (DP) mixture  inverted Dirichlet distribution  variational learning  
Adaptive Reinforcement Learning Control Based on Neural Approximation for Nonlinear Discrete-Time Systems With Unknown Nonaffine Dead-Zone Input 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 1, 页码: 295-305
Authors:  Liu, Yan-Jun;  Li, Shu;  Tong, Shaocheng;  Chen, C. L. Philip
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Discrete-time systems  neural networks (NNs)  nonlinear systems  optimal control  reinforcement learning  
Distant supervision for relation extraction with hierarchical selective attention 期刊论文
NEURAL NETWORKS, 2018, 卷号: 108, 页码: 240-247
Authors:  Zhou, Peng;  Xu, Jiaming;  Qi, Zhenyu;  Bao, Hongyun;  Chen, Zhineng;  Xu, Bo
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Relation extraction  Distant supervision  Hierarchical attention  Piecewise convolutional neural networks  
Learning and Guaranteed Cost Control With Event-Based Adaptive Critic Implementation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 12, 页码: 6004-6014
Authors:  Wang, Ding;  Liu, Derong
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Adaptive dynamic programming  event-based design  guaranteed cost control  optimal control  self-learning technique  
Object Categorization Using Class-Specific Representations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 9, 页码: 4528-4534
Authors:  Zhang, Chunjie;  Cheng, Jian;  Li, Liang;  Li, Changsheng;  Tian, Qi
View  |  Adobe PDF(1061Kb)  |  Favorite  |  View/Download:221/90  |  Submit date:2017/09/24
Class-specific Representation  Image Classification  Object Categorization  Visual Representation  
Efficient coding matters in the organization of the early visual system 期刊论文
NEURAL NETWORKS, 2018, 卷号: 105, 页码: 218-226
Authors:  Kong, Qingqun;  Han, Jiuqi;  Zeng, Yi;  Xu, Bo
Favorite  |  View/Download:46/0  |  Submit date:2018/10/10
Early Visual Stages  Hierarchical Structure  Efficient Coding  Brain-inspired Neural Networks  
Learning With Coefficient-Based Regularized Regression on Markov Resampling 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 9, 页码: 4166-4176
Authors:  Li, Luoqing;  Li, Weifu;  Zou, Bin;  Wang, Yulong;  Tang, Yuan Yan;  Han, Hua
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Coefficient-based Regularized Regression (Cbrr)  Learning Rate  Markov Resampling  Uniformly Ergodic Markov Chain (U.e.m.c.)  
Special Issue on Deep Reinforcement Learning and Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 6, 页码: 2038-2041
Authors:  Zhao, Dongbin;  Liu, Derong;  Lewis, F. L.;  Principe, Jose C.;  Squartini, Stefano
Favorite  |  View/Download:38/0  |  Submit date:2018/10/10