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IEEE Transactions on Neural Networks and Learning Systems, Volume 30
Volume 30, Number 1, January 2019
- Akira Hirose, Alessio Micheli, Artur S. d'Avila Garcez, Choon Ki Ahn, Gang Pan, Hamid Reza Karimi, Jianbing Shen, José de Jesús Rubio, Lei Zhang, Lingjia Liu, Lorenzo Livi, Nian Zhang, Nishchal K. Verma, Pedro Antonio Gutiérrez, Qi Tian, Qinglai Wei, Seiichi Ozawa, Stuart H. Rubin, Wei-Neng Chen, Xi Li, Xiaofeng Liao, Youmin Zhang, Zhen Ni, Haibo He:
Editorial: Booming of Neural Networks and Learning Systems. 2-10 - Jongyoo Kim, Anh-Duc Nguyen, Sanghoon Lee:
Deep CNN-Based Blind Image Quality Predictor. 11-24 - Xiucai Huang, Yongduan Song, Junfeng Lai:
Neuro-Adaptive Control With Given Performance Specifications for Strict Feedback Systems Under Full-State Constraints. 25-34 - Yonghong Wu, Bin Hu, Zhi-Hong Guan:
Consensus Problems Over Cooperation-Competition Random Switching Networks With Noisy Channels. 35-43 - Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed:
Estimation of Graphlet Counts in Massive Networks. 44-57 - Ramasamy Saravanakumar, Sreten B. Stojanovic, Damnjan D. Radosavljevic, Choon Ki Ahn, Hamid Reza Karimi:
Finite-Time Passivity-Based Stability Criteria for Delayed Discrete-Time Neural Networks via New Weighted Summation Inequalities. 58-71 - Min Xiang, Bruno Scalzo Dees, Danilo P. Mandic:
Multiple-Model Adaptive Estimation for 3-D and 4-D Signals: A Widely Linear Quaternion Approach. 72-84 - Jiahu Qin, Man Li, Yang Shi, Qichao Ma, Wei Xing Zheng:
Optimal Synchronization Control of Multiagent Systems With Input Saturation via Off-Policy Reinforcement Learning. 85-96 - Wei He, Zhijun Li, Yiting Dong, Ting Zhao:
Design and Adaptive Control for an Upper Limb Robotic Exoskeleton in Presence of Input Saturation. 97-108 - Chong Zhang, Kay Chen Tan, Haizhou Li, Geok Soon Hong:
A Cost-Sensitive Deep Belief Network for Imbalanced Classification. 109-122 - Malu Zhang, Hong Qu, Ammar Belatreche, Yi Chen, Zhang Yi:
A Highly Effective and Robust Membrane Potential-Driven Supervised Learning Method for Spiking Neurons. 123-137 - Jorge Dávila-Chacón, Jindong Liu, Stefan Wermter:
Enhanced Robot Speech Recognition Using Biomimetic Binaural Sound Source Localization. 138-150 - Bingrong Xu, Qingshan Liu, Tingwen Huang:
A Discrete-Time Projection Neural Network for Sparse Signal Reconstruction With Application to Face Recognition. 151-162 - Dapeng Tao, Jun Cheng, Zhengtao Yu, Kun Yue, Lizhen Wang:
Domain-Weighted Majority Voting for Crowdsourcing. 163-174 - Xian Wei, Hao Shen, Yuanxiang Li, Xuan Tang, Fengxiang Wang, Martin Kleinsteuber, Yi Lu Murphey:
Reconstructible Nonlinear Dimensionality Reduction via Joint Dictionary Learning. 175-189 - Paul M. Baggenstoss:
On the Duality Between Belief Networks and Feed-Forward Neural Networks. 190-200 - Xingzhong Du, Feiping Nie, Weiqing Wang, Yi Yang, Xiaofang Zhou:
Exploiting Combination Effect for Unsupervised Feature Selection by ℓ2, 0 Norm. 201-214 - Jiahu Qin, Weiming Fu, Yang Shi, Huijun Gao, Yu Kang:
Leader-Following Practical Cluster Synchronization for Networks of Generic Linear Systems: An Event-Based Approach. 215-224 - Shuwei Huo, Yuan Zhou, Wei Xiang, Sun-Yuan Kung:
Semisupervised Learning Based on a Novel Iterative Optimization Model for Saliency Detection. 225-241 - Dongming Wang, Mohsin Aziz, Mohamed Helaoui, Fadhel M. Ghannouchi:
Augmented Real-Valued Time-Delay Neural Network for Compensation of Distortions and Impairments in Wireless Transmitters. 242-254 - Min Han, Meng Zhang, Tie Qiu, Meiling Xu:
UCFTS: A Unilateral Coupling Finite-Time Synchronization Scheme for Complex Networks. 255-268 - Chuan Chen, Jingxue Xin, Yong Wang, Luonan Chen, Michael K. Ng:
A Semisupervised Classification Approach for Multidomain Networks With Domain Selection. 269-283 - Nikolaos Tsapanos, Anastasios Tefas, Nikolaos Nikolaidis, Ioannis Pitas:
Neurons With Paraboloid Decision Boundaries for Improved Neural Network Classification Performance. 284-294 - Yan-Jun Liu, Shu Li, Shaocheng Tong, C. L. Philip Chen:
Adaptive Reinforcement Learning Control Based on Neural Approximation for Nonlinear Discrete-Time Systems With Unknown Nonaffine Dead-Zone Input. 295-305 - Yi Yang, Xiaofeng Liao:
Filippov Hindmarsh-Rose Neuronal Model With Threshold Policy Control. 306-311 - Angshul Majumdar:
Blind Denoising Autoencoder. 312-317 - Zenglin Xu, Bin Liu, Shandian Zhe, Haoli Bai, Zihan Wang, Jennifer Neville:
Variational Random Function Model for Network Modeling. 318-324
Volume 30, Number 2, February 2019
- Stylianos I. Venieris, Christos-Savvas Bouganis:
fpgaConvNet: Mapping Regular and Irregular Convolutional Neural Networks on FPGAs. 326-342 - Massimiliano Luzi, Maurizio Paschero, Antonello Rizzi, Enrico Maiorino, Fabio Massimo Frattale Mascioli:
A Novel Neural Networks Ensemble Approach for Modeling Electrochemical Cells. 343-354 - Wenming Cao, Si Wu, Zhiwen Yu, Hau-San Wong:
Exploring Correlations Among Tasks, Clusters, and Features for Multitask Clustering. 355-368 - Liang Lan, Zhuang Wang, Shandian Zhe, Wei Cheng, Jun Wang, Kai Zhang:
Scaling Up Kernel SVM on Limited Resources: A Low-Rank Linearization Approach. 369-378 - Hossam Mosbah, Mohamed E. El-Hawary:
Optimized Neural Network Parameters Using Stochastic Fractal Technique to Compensate Kalman Filter for Power System-Tracking-State Estimation. 379-388 - Hanwen Ning, Guangyan Qing, Tianhai Tian, Xing Jian Jing:
Online Identification of Nonlinear Stochastic Spatiotemporal System With Multiplicative Noise by Robust Optimal Control-Based Kernel Learning Method. 389-404 - Rui Zhang, Feiping Nie, Xuelong Li:
Semisupervised Learning With Parameter-Free Similarity of Label and Side Information. 405-414 - Xiongbo Wan, Zidong Wang, Min Wu, Xiaohui Liu:
$H_{\infty}$ State Estimation for Discrete-Time Nonlinear Singularly Perturbed Complex Networks Under the Round-Robin Protocol. 415-426 - Prayag Gowgi, Shayan Srinivasa Garani:
Temporal Self-Organization: A Reaction-Diffusion Framework for Spatiotemporal Memories. 427-448 - Zhanyu Ma, Yuping Lai, W. Bastiaan Kleijn, Yi-Zhe Song, Liang Wang, Jun Guo:
Variational Bayesian Learning for Dirichlet Process Mixture of Inverted Dirichlet Distributions in Non-Gaussian Image Feature Modeling. 449-463 - Jiangcheng Zhu, Jun Zhu, Zhepei Wang, Shan Guo, Chao Xu:
Hierarchical Decision and Control for Continuous Multitarget Problem: Policy Evaluation With Action Delay. 464-473 - Xiangyu Chang, Yan Zhong, Yao Wang, Shaobo Lin:
Unified Low-Rank Matrix Estimate via Penalized Matrix Least Squares Approximation. 474-485 - Jicheng Shan, Hang Zhang, Weike Liu, Qingbao Liu:
Online Active Learning Ensemble Framework for Drifted Data Streams. 486-498 - Ruimei Zhang, Deqiang Zeng, Ju H. Park, Yajuan Liu, Shouming Zhong:
A New Approach to Stochastic Stability of Markovian Neural Networks With Generalized Transition Rates. 499-510 - Mohammad Reza Bonyadi, Quang Minh Tieng, David C. Reutens:
Optimization of Distributions Differences for Classification. 511-523 - Yu Kang, Shaofeng Chen, Xuefeng Wang, Yang Cao:
Deep Convolutional Identifier for Dynamic Modeling and Adaptive Control of Unmanned Helicopter. 524-538 - Hongfeng Li, Hongkai Zhao, Hong Li:
Neural-Response-Based Extreme Learning Machine for Image Classification. 539-552 - Jiewan Zheng, Xianbin Cao, Baochang Zhang, Xiantong Zhen, Xiangbo Su:
Deep Ensemble Machine for Video Classification. 553-565 - Fanghai Zhang, Zhigang Zeng:
Multiple $\psi$ -Type Stability of Cohen-Grossberg Neural Networks With Both Time-Varying Discrete Delays and Distributed Delays. 566-579 - James Seale Smith, Bo Wu, Bogdan M. Wilamowski:
Neural Network Training With Levenberg-Marquardt and Adaptable Weight Compression. 580-587 - Haoran Chen, Yanfeng Sun, Junbin Gao, Yongli Hu, Baocai Yin:
Solving Partial Least Squares Regression via Manifold Optimization Approaches. 588-600 - Shangce Gao, Mengchu Zhou, Yirui Wang, Jiujun Cheng, Hanaki Yachi, Jiahai Wang:
Dendritic Neuron Model With Effective Learning Algorithms for Classification, Approximation, and Prediction. 601-614 - Yifeng Li, Youlian Pan, Ziying Liu:
Multiclass Nonnegative Matrix Factorization for Comprehensive Feature Pattern Discovery. 615-629 - Shuyuan Yang, Zhixi Feng, Min Wang, Kai Zhang:
Self-Paced Learning-Based Probability Subspace Projection for Hyperspectral Image Classification. 630-635 - Lei Song, Sing Kiong Nguang, Dan Huang:
Hierarchical Stability Conditions for a Class of Generalized Neural Networks With Multiple Discrete and Distributed Delays. 636-642
Volume 30, Number 3, March 2019
- Alessandro Aimar, Hesham Mostafa, Enrico Calabrese, Antonio Rios-Navarro, Ricardo Tapiador-Morales, Iulia-Alexandra Lungu, Moritz B. Milde, Federico Corradi, Alejandro Linares-Barranco, Shih-Chii Liu, Tobi Delbrück:
NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps. 644-656 - Xiao-Dong Wang, Rung-Ching Chen, Zhi-qiang Zeng, Chaoqun Hong, Fei Yan:
Robust Dimension Reduction for Clustering With Local Adaptive Learning. 657-669 - Manish Aggarwal:
Learning of a Decision-Maker's Preference Zone With an Evolutionary Approach. 670-682 - Weiwei Shi, Yihong Gong, Xiaoyu Tao, De Cheng, Nanning Zheng:
Fine-Grained Image Classification Using Modified DCNNs Trained by Cascaded Softmax and Generalized Large-Margin Losses. 683-694 - Zhenhua Deng, Xiaohong Nian:
Distributed Generalized Nash Equilibrium Seeking Algorithm Design for Aggregative Games Over Weight-Balanced Digraphs. 695-706 - Haoyi Xiong, Wei Cheng, Jiang Bian, Wenqing Hu, Zeyi Sun, Zhishan Guo:
$\mathcal{DBSDA}$ : Lowering the Bound of Misclassification Rate for Sparse Linear Discriminant Analysis via Model Debiasing. 707-717 - Shengliang Peng, Hanyu Jiang, Huaxia Wang, Hathal Alwageed, Yu Zhou, Marjan Mazrouei Sebdani, Yu-Dong Yao:
Modulation Classification Based on Signal Constellation Diagrams and Deep Learning. 718-727 - Liang Zhao, Zhikui Chen, Yi Yang, Liang Zou, Z. Jane Wang:
ICFS Clustering With Multiple Representatives for Large Data. 728-738 - Yin Sheng, Frank L. Lewis, Zhigang Zeng:
Exponential Stabilization of Fuzzy Memristive Neural Networks With Hybrid Unbounded Time-Varying Delays. 739-750 - Yuankai Wu, Huachun Tan, Yong Li, Jian Zhang, Xiaoxuan Chen:
A Fused CP Factorization Method for Incomplete Tensors. 751-764 - Fanghui Liu, Xiaolin Huang, Chen Gong, Jie Yang, Johan A. K. Suykens:
Indefinite Kernel Logistic Regression With Concave-Inexact-Convex Procedure. 765-776 - Chenguang Yang, Chuize Chen, Wei He, Rongxin Cui, Zhijun Li:
Robot Learning System Based on Adaptive Neural Control and Dynamic Movement Primitives. 777-787 - Hanyang Peng, Cheng-Lin Liu:
Discriminative Feature Selection via Employing Smooth and Robust Hinge Loss. 788-802 - Qing Liu, Franck Davoine, Jian Yang, Ying Cui, Zhong Jin, Fei Han:
A Fast and Accurate Matrix Completion Method Based on QR Decomposition and $L_{2, 1}$ -Norm Minimization. 803-817 - Fang Liu, Licheng Jiao, Xu Tang, Shuyuan Yang, Wenping Ma, Biao Hou:
Local Restricted Convolutional Neural Network for Change Detection in Polarimetric SAR Images. 818-833 - Keze Wang, Liang Lin, Xiaopeng Yan, Ziliang Chen, Dongyu Zhang, Lei Zhang:
Cost-Effective Object Detection: Active Sample Mining With Switchable Selection Criteria. 834-850 - Ming Yin, Junbin Gao, Shengli Xie, Yi Guo:
Multiview Subspace Clustering via Tensorial t-Product Representation. 851-864 - Junxiu Liu, Liam McDaid, Jim Harkin, Shvan Karim, Anju P. Johnson, Alan G. Millard, James A. Hilder, David M. Halliday, Andy M. Tyrrell, Jon Timmis:
Exploring Self-Repair in a Coupled Spiking Astrocyte Neural Network. 865-875 - Yiu-ming Cheung, Yiqun Zhang:
Fast and Accurate Hierarchical Clustering Based on Growing Multilayer Topology Training. 876-890 - Jian Li, Yunong Zhang, Mingzhi Mao:
General Square-Pattern Discretization Formulas via Second-Order Derivative Elimination for Zeroing Neural Network Illustrated by Future Optimization. 891-901 - Angelo Alessandri, Patrizia Bagnerini, Mauro Gaggero:
Optimal Control of Propagating Fronts by Using Level Set Methods and Neural Approximations. 902-912 - Ramasamy Saravanakumar, Hyung Soo Kang, Choon Ki Ahn, Xiaojie Su, Hamid Reza Karimi:
Robust Stabilization of Delayed Neural Networks: Dissipativity-Learning Approach. 913-922 - Mohammadreza Mohaghegh Neyshabouri, Kaan Gökcesu, Hakan Gökcesu, Huseyin Ozkan, Suleyman Serdar Kozat:
Asymptotically Optimal Contextual Bandit Algorithm Using Hierarchical Structures. 923-937 - Weinan Gao, Zhong-Ping Jiang:
Adaptive Optimal Output Regulation of Time-Delay Systems via Measurement Feedback. 938-945 - Nikolaos Passalis, Anastasios Tefas:
Unsupervised Knowledge Transfer Using Similarity Embeddings. 946-950 - Xinsong Yang, Qiang Song, Jinde Cao, Jianquan Lu:
Synchronization of Coupled Markovian Reaction-Diffusion Neural Networks With Proportional Delays Via Quantized Control. 951-958 - Yunong Zhang, Huihui Gong, Min Yang, Jian Li, Xuyun Yang:
Stepsize Range and Optimal Value for Taylor-Zhang Discretization Formula Applied to Zeroing Neurodynamics Illustrated via Future Equality-Constrained Quadratic Programming. 959-966
Volume 30, Number 4, April 2019
- Antonia Creswell, Anil Anthony Bharath:
Denoising Adversarial Autoencoders. 968-984 - Dongdong Cheng, Qingsheng Zhu, Jinlong Huang, Quanwang Wu, Lijun Yang:
A Novel Cluster Validity Index Based on Local Cores. 985-999 - Yonggang Chen, Zidong Wang, Bo Shen, Hongli Dong:
Exponential Synchronization for Delayed Dynamical Networks via Intermittent Control: Dealing With Actuator Saturations. 1000-1012 - Chunjie Zhang, Jian Cheng, Qi Tian:
Semantically Modeling of Object and Context for Categorization. 1013-1024 - Liangliang Li, Xin Wang, Chuandong Li, Yuming Feng:
Exponential Synchronizationlike Criterion for State-Dependent Impulsive Dynamical Networks. 1025-1033 - Elise Epaillard, Nizar Bouguila:
Variational Bayesian Learning of Generalized Dirichlet-Based Hidden Markov Models Applied to Unusual Events Detection. 1034-1047 - Ming-Kai Jiau, Shih-Chia Huang:
Self-Organizing Neuroevolution for Solving Carpool Service Problem With Dynamic Capacity to Alternate Matches. 1048-1060 - Ping Li, Jiashi Feng, Xiaojie Jin, Luming Zhang, Xianghua Xu, Shuicheng Yan:
Online Robust Low-Rank Tensor Modeling for Streaming Data Analysis. 1061-1075 - Ben Niu, Ding Wang, Naif D. Alotaibi, Fuad E. Alsaadi:
Adaptive Neural State-Feedback Tracking Control of Stochastic Nonlinear Switched Systems: An Average Dwell-Time Method. 1076-1087 - Hualong Yu, Xibei Yang, Shang Zheng, Changyin Sun:
Active Learning From Imbalanced Data: A Solution of Online Weighted Extreme Learning Machine. 1088-1103 - Youlu Xing, Xiaofeng Shi, Furao Shen, Jinxi Zhao, Jingxin Pan, Ah-Hwee Tan:
Perception Coordination Network: A Neuro Framework for Multimodal Concept Acquisition and Binding. 1104-1118 - Dong Shen, Jianxin Xu:
Adaptive Learning Control for Nonlinear Systems With Randomly Varying Iteration Lengths. 1119-1132 - Xiaozhao Fang, Na Han, Wai Keung Wong, Shaohua Teng, Jigang Wu, Shengli Xie, Xuelong Li:
Flexible Affinity Matrix Learning for Unsupervised and Semisupervised Classification. 1133-1149 - Zengjie Song, Jiangshe Zhang, Guang Shi, Junmin Liu:
Fast Inference Predictive Coding: A Novel Model for Constructing Deep Neural Networks. 1150-1165 - Cyril de Bodt, Dounia Mulders, Michel Verleysen, John Aldo Lee:
Nonlinear Dimensionality Reduction With Missing Data Using Parametric Multiple Imputations. 1166-1179 - Wan-Yu Deng, Amaury Lendasse, Yew-Soon Ong, Ivor Wai-Hung Tsang, Lin Chen, Qing-Hua Zheng:
Domain Adaption via Feature Selection on Explicit Feature Map. 1180-1190 - C. L. Philip Chen, Zhulin Liu, Feng Shuang:
Universal Approximation Capability of Broad Learning System and Its Structural Variations. 1191-1204 - Liu Liu, Ji Liu, Dacheng Tao:
Dualityfree Methods for Stochastic Composition Optimization. 1205-1217 - David Reverter Valeiras, Xavier Clady, Sio-Hoi Ieng, Ryad Benosman:
Event-Based Line Fitting and Segment Detection Using a Neuromorphic Visual Sensor. 1218-1230 - Abeegithan Jeyasothy, Suresh Sundaram, Narasimhan Sundararajan:
SEFRON: A New Spiking Neuron Model With Time-Varying Synaptic Efficacy Function for Pattern Classification. 1231-1240 - Lu Liu, Dan Wang, Zhouhua Peng, C. L. Philip Chen, Tieshan Li:
Bounded Neural Network Control for Target Tracking of Underactuated Autonomous Surface Vehicles in the Presence of Uncertain Target Dynamics. 1241-1249 - Yi Yu, Suhua Tang, Kiyoharu Aizawa, Akiko Aizawa:
Category-Based Deep CCA for Fine-Grained Venue Discovery From Multimodal Data. 1250-1258 - Kui Yu, Huanhuan Chen:
Markov Boundary-Based Outlier Mining. 1259-1264 - Qi Wang, Zequn Qin, Feiping Nie, Xuelong Li:
Spectral Embedded Adaptive Neighbors Clustering. 1265-1271 - Terry Windeatt, Cemre Zor, Necati Cihan Camgöz:
Approximation of Ensemble Boundary Using Spectral Coefficients. 1272-1277 - Gyeong-Moon Park, Jae-Woo Choi, Jong-Hwan Kim:
Developmental Resonance Network. 1278-1284
Volume 30, Number 5, May 2019
- Kelli D. Humbird, J. Luc Peterson, Ryan G. McClarren:
Deep Neural Network Initialization With Decision Trees. 1286-1295 - Bin Xu, Yingxin Shou, Jun Luo, Huayan Pu, Zhongke Shi:
Neural Learning Control of Strict-Feedback Systems Using Disturbance Observer. 1296-1307 - Jinna Li, Tianyou Chai, Frank L. Lewis, Zhengtao Ding, Yi Jiang:
Off-Policy Interleaved $Q$ -Learning: Optimal Control for Affine Nonlinear Discrete-Time Systems. 1308-1320