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IEEE Transactions on Neural Networks and Learning Systems, Volume 31
Volume 31, Number 1, January 2020
- Haibo He:
Editorial: Another Successful Year and Looking Forward to 2020. 2-3 - Olga Krestinskaya, Alex Pappachen James, Leon Ong Chua:
Neuromemristive Circuits for Edge Computing: A Review. 4-23 - Gouhei Tanaka, Ryosho Nakane, Tomoya Takeuchi, Toshiyuki Yamane, Daiju Nakano, Yasunao Katayama, Akira Hirose:
Spatially Arranged Sparse Recurrent Neural Networks for Energy Efficient Associative Memory. 24-38 - Yiqun Zhang, Yiu-Ming Cheung, Kay Chen Tan:
A Unified Entropy-Based Distance Metric for Ordinal-and-Nominal-Attribute Data Clustering. 39-52 - Wooseok Yi, Junki Park, Jae-Joon Kim:
GeCo: Classification Restricted Boltzmann Machine Hardware for On-Chip Semisupervised Learning and Bayesian Inference. 53-65 - Yan-Jun Liu, Lei Ma, Lei Liu, Shaocheng Tong, C. L. Philip Chen:
Adaptive Neural Network Learning Controller Design for a Class of Nonlinear Systems With Time-Varying State Constraints. 66-75 - Biao Luo, Yin Yang, Derong Liu, Huai-Ning Wu:
Event-Triggered Optimal Control With Performance Guarantees Using Adaptive Dynamic Programming. 76-88 - Yu Hui, Ronghu Chi, Biao Huang, Zhongsheng Hou:
3-D Learning-Enhanced Adaptive ILC for Iteration-Varying Formation Tasks. 89-99 - Lukas Gonon, Juan-Pablo Ortega:
Reservoir Computing Universality With Stochastic Inputs. 100-112 - Panteleimon Chriskos, Christos A. Frantzidis, Polyxeni T. Gkivogkli, Panagiotis D. Bamidis, Chrysoula Kourtidou-Papadeli:
Automatic Sleep Staging Employing Convolutional Neural Networks and Cortical Connectivity Images. 113-123 - Ming-Hsiang Su, Chung-Hsien Wu, Kun-Yi Huang, Tsung-Hsien Yang:
Cell-Coupled Long Short-Term Memory With L-Skip Fusion Mechanism for Mood Disorder Detection Through Elicited Audiovisual Features. 124-135 - Abdul Saleem Mir, Nilanjan Senroy:
Self-Tuning Neural Predictive Control Scheme for Ultrabattery to Emulate a Virtual Synchronous Machine in Autonomous Power Systems. 136-147 - Shuangming Yang, Bin Deng, Jiang Wang, Huiyan Li, Meili Lu, Yanqiu Che, Xile Wei, Kenneth A. Loparo:
Scalable Digital Neuromorphic Architecture for Large-Scale Biophysically Meaningful Neural Network With Multi-Compartment Neurons. 148-162 - Haiyu Song, Peng Shi, Cheng-Chew Lim, Wen-An Zhang, Li Yu:
Set-Membership Estimation for Complex Networks Subject to Linear and Nonlinear Bounded Attacks. 163-173 - François Rivest, Richard Kohar:
A New Timing Error Cost Function for Binary Time Series Prediction. 174-185 - Yinghuan Shi, Heung-Il Suk, Yang Gao, Seong-Whan Lee, Dinggang Shen:
Leveraging Coupled Interaction for Multimodal Alzheimer's Disease Diagnosis. 186-200 - Antonio Díaz Ramos, Ezequiel López-Rubio, Esteban J. Palomo:
The Forbidden Region Self-Organizing Map Neural Network. 201-211 - Qing-Yuan Xu, Xiao-Dong Li:
HONN-Based Adaptive ILC for Pure-Feedback Nonaffine Discrete-Time Systems With Unknown Control Directions. 212-224 - Huifang Min, Shengyuan Xu, Jason Gu, Baoyong Zhang, Zhengqiang Zhang:
Further Results on Adaptive Stabilization of High-Order Stochastic Nonlinear Systems Subject to Uncertainties. 225-234 - Haifeng Niu, Chandreyee Bhowmick, Sarangapani Jagannathan:
Attack Detection and Approximation in Nonlinear Networked Control Systems Using Neural Networks. 235-245 - Ping Zhong, Zhiqiang Gong, Jiaxin Shan:
Multiple Instance Learning for Multiple Diverse Hyperspectral Target Characterizations. 246-258 - Chaoxu Mu, Yong Zhang:
Learning-Based Robust Tracking Control of Quadrotor With Time-Varying and Coupling Uncertainties. 259-273 - Wei Huang, Liang Gao:
A Time Wave Neural Network Framework for Solving Time-Dependent Project Scheduling Problems. 274-283 - Xuan Zhang, Lei Jiao, B. John Oommen, Ole-Christoffer Granmo:
A Conclusive Analysis of the Finite-Time Behavior of the Discretized Pursuit Learning Automaton. 284-294 - Weidi Xu, Ying Tan:
Semisupervised Text Classification by Variational Autoencoder. 295-308 - Zhe Yang, Sameer Al-Dahidi, Piero Baraldi, Enrico Zio, Lorenzo Montelatici:
A Novel Concept Drift Detection Method for Incremental Learning in Nonstationary Environments. 309-320 - Zhong Ji, Yuxin Sun, Yunlong Yu, Yanwei Pang, Jungong Han:
Attribute-Guided Network for Cross-Modal Zero-Shot Hashing. 321-330 - Janusz A. Starzyk, Lukasz Maciura, Adrian Horzyk:
Associative Memories With Synaptic Delays. 331-344 - Davide Bacciu, Francesco Crecchi:
Augmenting Recurrent Neural Networks Resilience by Dropout. 345-351 - Masaki Kobayashi:
Noise Robust Projection Rule for Hyperbolic Hopfield Neural Networks. 352-356
Volume 31, Number 2, February 2020
- Balint Petro, Nikola K. Kasabov, Rita M. Kiss:
Selection and Optimization of Temporal Spike Encoding Methods for Spiking Neural Networks. 358-370 - Massimiliano Luzi, Fabio Massimo Frattale Mascioli, Maurizio Paschero, Antonello Rizzi:
A White-Box Equivalent Neural Network Circuit Model for SoC Estimation of Electrochemical Cells. 371-382 - Shuhui Jiang, Haiyi Mao, Zhengming Ding, Yun Fu:
Deep Decision Tree Transfer Boosting. 383-395 - Amir Parviz Valadbeigi, Ali Khaki-Sedigh, Frank L. Lewis:
H∞ Static Output-Feedback Control Design for Discrete-Time Systems Using Reinforcement Learning. 396-406 - Fei Gao, Weisheng Chen, Zhiwu Li, Jing Li, Bin Xu:
Neural Network-Based Distributed Cooperative Learning Control for Multiagent Systems via Event-Triggered Communication. 407-419 - Mohsen Khalili, Xiaodong Zhang, Yongcan Cao, Marios M. Polycarpou, Thomas Parisini:
Distributed Fault-Tolerant Control of Multiagent Systems: An Adaptive Learning Approach. 420-432 - Xiaowei Zhao, Jun Guo, Feiping Nie, Ling Chen, Zhihui Li, Huaxiang Zhang:
Joint Principal Component and Discriminant Analysis for Dimensionality Reduction. 433-444 - Min Gan, Guang-Yong Chen, Long Chen, C. L. Philip Chen:
Term Selection for a Class of Separable Nonlinear Models. 445-451 - Hongwei Chen, Jinling Liang:
Local Synchronization of Interconnected Boolean Networks With Stochastic Disturbances. 452-463 - Soheila Nazari, Masoud Amiri, Karim Faez, Marc M. Van Hulle:
Information Transmitted From Bioinspired Neuron-Astrocyte Network Improves Cortical Spiking Network's Pattern Recognition Performance. 464-474 - Delin Hu, Jinku Li, Yinyan Liu, Yi Li:
Flow Adversarial Networks: Flowrate Prediction for Gas-Liquid Multiphase Flows Across Different Domains. 475-487 - Xiangyu Deng, Chunman Yan, Yide Ma:
PCNN Mechanism and its Parameter Settings. 488-501 - Han Bao, Aihuang Hu, Wenbo Liu, Bocheng Bao:
Hidden Bursting Firings and Bifurcation Mechanisms in Memristive Neuron Model With Threshold Electromagnetic Induction. 502-511 - Anis Yazidi, Xuan Zhang, Lei Jiao, B. John Oommen:
The Hierarchical Continuous Pursuit Learning Automation: A Novel Scheme for Environments With Large Numbers of Actions. 512-526 - Rui Wang, Naihua Xiu, Chao Zhang:
Greedy Projected Gradient-Newton Method for Sparse Logistic Regression. 527-538 - Lyes Saad Saoud, Reza Ghorbani:
Metacognitive Octonion-Valued Neural Networks as They Relate to Time Series Analysis. 539-548 - Shuping He, Haiyang Fang, Maoguang Zhang, Fei Liu, Zhengtao Ding:
Adaptive Optimal Control for a Class of Nonlinear Systems: The Online Policy Iteration Approach. 549-558 - Guan-Ju Peng:
Joint and Direct Optimization for Dictionary Learning in Convolutional Sparse Representation. 559-573 - Shaohui Lin, Rongrong Ji, Yuchao Li, Cheng Deng, Xuelong Li:
Toward Compact ConvNets via Structure-Sparsity Regularized Filter Pruning. 574-588 - Kan Xie, Guoxu Zhou, Junjie Yang, Zhaoshui He, Shengli Xie:
Eliminating the Permutation Ambiguity of Convolutive Blind Source Separation by Using Coupled Frequency Bins. 589-599 - Zhiqiang Tao, Hongfu Liu, Sheng Li, Zhengming Ding, Yun Fu:
Marginalized Multiview Ensemble Clustering. 600-611 - Tianyu Hu, Qinglai Guo, Zhengshuo Li, Xinwei Shen, Hongbin Sun:
Distribution-Free Probability Density Forecast Through Deep Neural Networks. 612-625 - Fang He, Feiping Nie, Rong Wang, Xuelong Li, Weimin Jia:
Fast Semisupervised Learning With Bipartite Graph for Large-Scale Data. 626-638 - Ning Li, Wei Xing Zheng:
Passivity Analysis for Quaternion-Valued Memristor-Based Neural Networks With Time-Varying Delay. 639-650 - Andrey V. Savchenko:
Probabilistic Neural Network With Complex Exponential Activation Functions in Image Recognition. 651-660 - Jun Yu, Chaoyang Zhu, Jian Zhang, Qingming Huang, Dacheng Tao:
Spatial Pyramid-Enhanced NetVLAD With Weighted Triplet Loss for Place Recognition. 661-674 - Jun Chen, Ju H. Park, Shengyuan Xu:
Stability Analysis for Delayed Neural Networks With an Improved General Free-Matrix-Based Integral Inequality. 675-684 - Yan Luo, Yongkang Wong, Mohan S. Kankanhalli, Qi Zhao:
G-Softmax: Improving Intraclass Compactness and Interclass Separability of Features. 685-699 - Guodong Zhang, Zhigang Zeng:
Stabilization of Second-Order Memristive Neural Networks With Mixed Time Delays via Nonreduced Order. 700-706
Volume 31, Number 3, March 2020
- Dat Thanh Tran, Serkan Kiranyaz, Moncef Gabbouj, Alexandros Iosifidis:
Heterogeneous Multilayer Generalized Operational Perceptron. 710-724 - Xiaojun Chen, Renjie Chen, Qingyao Wu, Yixiang Fang, Feiping Nie, Joshua Zhexue Huang:
LABIN: Balanced Min Cut for Large-Scale Data. 725-736 - Jiayu Han, Lei Zheng, Yuanbo Xu, Bangzuo Zhang, Fuzhen Zhuang, Philip S. Yu, Wanli Zuo:
Adaptive Deep Modeling of Users and Items Using Side Information for Recommendation. 737-748 - Jicong Fan, Tommy W. S. Chow:
Exactly Robust Kernel Principal Component Analysis. 749-761 - Hao Shen, Shicheng Huo, Huaicheng Yan, Ju H. Park, Victor Sreeram:
Distributed Dissipative State Estimation for Markov Jump Genetic Regulatory Networks Subject to Round-Robin Scheduling. 762-771 - Simon Wiedemann, Klaus-Robert Müller, Wojciech Samek:
Compact and Computationally Efficient Representation of Deep Neural Networks. 772-785 - Zhengming Li, Zheng Zhang, Jie Qin, Zhao Zhang, Ling Shao:
Discriminative Fisher Embedding Dictionary Learning Algorithm for Object Recognition. 786-800 - Xinxing Wu, Junping Zhang, Fei-Yue Wang:
Stability-Based Generalization Analysis of Distributed Learning Algorithms for Big Data. 801-812 - Zhibin Quan, Weili Zeng, Xuelian Li, Yandong Liu, Yunxiu Yu, Wankou Yang:
Recurrent Neural Networks With External Addressable Long-Term and Working Memory for Learning Long-Term Dependences. 813-826 - Giuseppe Carlo Calafiore, Stephane Gaubert, Corrado Possieri:
Log-Sum-Exp Neural Networks and Posynomial Models for Convex and Log-Log-Convex Data. 827-838 - Hongxin Wang, Jigen Peng, Xuqiang Zheng, Shigang Yue:
A Robust Visual System for Small Target Motion Detection Against Cluttered Moving Backgrounds. 839-853 - Carlos J. Vega, Oscar J. Suarez, Edgar N. Sánchez, Guanrong Chen, Santiago Elvira-Ceja, David Rodriguez-Castellanos:
Trajectory Tracking on Uncertain Complex Networks via NN-Based Inverse Optimal Pinning Control. 854-864 - Gonzalo Nápoles, Frank Vanhoenshoven, Rafael Falcon, Koen Vanhoof:
Nonsynaptic Error Backpropagation in Long-Term Cognitive Networks. 865-875 - Jia Liu, Maoguo Gong, A. Kai Qin, Kay Chen Tan:
Bipartite Differential Neural Network for Unsupervised Image Change Detection. 876-890 - Xin Wang, Ju H. Park, Shouming Zhong, Huilan Yang:
A Switched Operation Approach to Sampled-Data Control Stabilization of Fuzzy Memristive Neural Networks With Time-Varying Delay. 891-900 - Tong Yang, Ning Sun, He Chen, Yongchun Fang:
Neural Network-Based Adaptive Antiswing Control of an Underactuated Ship-Mounted Crane With Roll Motions and Input Dead Zones. 901-914 - Chun-Na Li, Yuan-Hai Shao, Wotao Yin, Ming-Zeng Liu:
Robust and Sparse Linear Discriminant Analysis via an Alternating Direction Method of Multipliers. 915-926 - Qibin Zheng, Xingchun Diao, Jianjun Cao, Yi Liu, Hongmei Li, Junnan Yao, Chen Chang, Guojun Lv:
From Whole to Part: Reference-Based Representation for Clustering Categorical Data. 927-937 - Alessandro Betti, Marco Gori, Stefano Melacci:
Cognitive Action Laws: The Case of Visual Features. 938-949 - Jeremias B. Machado, Sidney N. Givigi:
Convolutional Neural Networks as Asymmetric Volterra Models Based on Generalized Orthonormal Basis Functions. 950-959 - Wen Sun, Junxia Guan, Jinhu Lü, Zhigang Zheng, Xinghuo Yu, Shihua Chen:
Synchronization of the Networked System With Continuous and Impulsive Hybrid Communications. 960-971 - Huanqing Wang, Peter Xiaoping Liu, Jialei Bao, Xue-Jun Xie, Shuai Li:
Adaptive Neural Output-Feedback Decentralized Control for Large-Scale Nonlinear Systems With Stochastic Disturbances. 972-983 - Haoliang Li, Sinno Jialin Pan, Shiqi Wang, Alex C. Kot:
Heterogeneous Domain Adaptation via Nonlinear Matrix Factorization. 984-996 - Jia Jia, Xia Huang, Yuxia Li, Jinde Cao, Ahmed Alsaedi:
Global Stabilization of Fractional-Order Memristor-Based Neural Networks With Time Delay. 997-1009 - Qikun Shen, Peng Shi, Junwu Zhu, Shuoyu Wang, Yan Shi:
Neural Networks-Based Distributed Adaptive Control of Nonlinear Multiagent Systems. 1010-1021 - Yang Liu, Yanling Zheng, Jianquan Lu, Jinde Cao, Leszek Rutkowski:
Constrained Quaternion-Variable Convex Optimization: A Quaternion-Valued Recurrent Neural Network Approach. 1022-1035 - Wencheng Zou, Peng Shi, Zhengrong Xiang, Yan Shi:
Consensus Tracking Control of Switched Stochastic Nonlinear Multiagent Systems via Event-Triggered Strategy. 1036-1045 - Bowen Li, Yang Liu, Jungang Lou, Jianquan Lu, Jinde Cao:
The Robustness of Outputs With Respect to Disturbances for Boolean Control Networks. 1046-1051 - Tairen Sun, Liang Peng, Long Cheng, Zeng-Guang Hou, Yongping Pan:
Composite Learning Enhanced Robot Impedance Control. 1052-1059 - Lin Lin, Jinde Cao, Leszek Rutkowski:
Robust Event-Triggered Control Invariance of Probabilistic Boolean Control Networks. 1060-1065 - Abdul Wahab, Shujaat Khan:
Comments on "Fractional Extreme Value Adaptive Training Method: Fractional Steepest Descent Approach". 1066-1068
Volume 31, Number 4, April 2020
- Zongsheng Yue, Hongwei Yong, Deyu Meng, Qian Zhao, Yee Leung, Lei Zhang:
Robust Multiview Subspace Learning With Nonindependently and Nonidentically Distributed Complex Noise. 1070-1083 - Matthew D. Egbert, Valerie Jeong, Claire M. Postlethwaite:
Where Computation and Dynamics Meet: Heteroclinic Network-Based Controllers in Evolutionary Robotics. 1084-1097 - Li Wang, Ren-Cang Li:
Learning Low-Dimensional Latent Graph Structures: A Density Estimation Approach. 1098-1112 - Samuel N. Pagliarini, Sudipta Bhuin, Mehmet Meric Isgenc, Ayan Kumar Biswas, Lawrence T. Pileggi:
A Probabilistic Synapse With Strained MTJs for Spiking Neural Networks. 1113-1123 - Ozan Irsoy, Ethem Alpaydin:
Continuously Constructive Deep Neural Networks. 1124-1133 - Yuxin Wen, Donna AlHakeem, Paras Mandal, Shantanu Chakraborty, Yuan-Kang Wu, Tomonobu Senjyu, Sumit Paudyal, Tzu-Liang Tseng:
Performance Evaluation of Probabilistic Methods Based on Bootstrap and Quantile Regression to Quantify PV Power Point Forecast Uncertainty. 1134-1144 - Jiasen Wang, Jun Wang, Hangjun Che:
Task Assignment for Multivehicle Systems Based on Collaborative Neurodynamic Optimization. 1145-1154 - Seaar Al Dabooni, Donald C. Wunsch:
An Improved N-Step Value Gradient Learning Adaptive Dynamic Programming Algorithm for Online Learning. 1155-1169 - Qiongxia Yu, Zhongsheng Hou, Xuhui Bu, Qiongfang Yu:
RBFNN-Based Data-Driven Predictive Iterative Learning Control for Nonaffine Nonlinear Systems. 1170-1182 - Fabien Lauer:
Error Bounds for Piecewise Smooth and Switching Regression. 1183-1195 - Dong Shen, Ganggui Qu:
Performance Enhancement of Learning Tracking Systems Over Fading Channels With Multiplicative and Additive Randomness. 1196-1210 - Rakesh Kumar, Shreemoyee Sarkar, Subir Das, Jinde Cao:
Projective Synchronization of Delayed Neural Networks With Mismatched Parameters and Impulsive Effects. 1211-1221 - Yang Liu, Xiaoping Liu, Yuanwei Jing, Xiangyong Chen, Jianlong Qiu:
Direct Adaptive Preassigned Finite-Time Control With Time-Delay and Quantized Input Using Neural Network. 1222-1231 - Yingqi Zhang, Peng Shi, Ramesh K. Agarwal, Yan Shi:
Event-Based Dissipative Analysis for Discrete Time-Delay Singular Jump Neural Networks. 1232-1241 - Yanan Sun, Bing Xue, Mengjie Zhang, Gary G. Yen:
Completely Automated CNN Architecture Design Based on Blocks. 1242-1254 - Seaar Al Dabooni, Donald C. Wunsch:
Online Model-Free n-Step HDP With Stability Analysis. 1255-1269 - Kaixin Lu, Zhi Liu, C. L. Philip Chen, Yun Zhang:
Event-Triggered Neural Control of Nonlinear Systems With Rate-Dependent Hysteresis Input Based on a New Filter. 1270-1284 - Chaofei Hong, Xile Wei, Jiang Wang, Bin Deng, Haitao Yu, Yanqiu Che:
Training Spiking Neural Networks for Cognitive Tasks: A Versatile Framework Compatible With Various Temporal Codes. 1285-1296 - Yundi Chu, Juntao Fei, Shixi Hou:
Adaptive Global Sliding-Mode Control for Dynamic Systems Using Double Hidden Layer Recurrent Neural Network Structure. 1297-1309 - Hangyu Zhu, Yaochu Jin:
Multi-Objective Evolutionary Federated Learning. 1310-132