IEEE Transactions on Neural Networks and Learning Systems, Volume 31, Issue 1, January 2020

1. Editorial: Another Successful Year and Looking Forward to 2020
Author(s): Haibo He
Pages: 2 - 3

2. Neuromemristive Circuits for Edge Computing: A Review
Author(s): Olga Krestinskaya; Alex Pappachen James; Leon Ong Chua
Pages: 4 - 23

3. Spatially Arranged Sparse Recurrent Neural Networks for Energy Efficient Associative Memory
Author(s): Gouhei Tanaka; Ryosho Nakane; Tomoya Takeuchi; Toshiyuki Yamane; Daiju Nakano; Yasunao Katayama; Akira Hirose
Pages: 24 - 38

4. A Unified Entropy-Based Distance Metric for Ordinal-and-Nominal-Attribute Data Clustering
Author(s): Yiqun Zhang; Yiu-Ming Cheung; Kay Chen Tan
Pages: 39 - 52

5. GeCo: Classification Restricted Boltzmann Machine Hardware for On-Chip Semisupervised Learning and Bayesian Inference
Author(s): Wooseok Yi; Junki Park; Jae-Joon Kim
Pages: 53 - 65

6. Adaptive Neural Network Learning Controller Design for a Class of Nonlinear Systems With Time-Varying State Constraints
Author(s): Yan-Jun Liu; Lei Ma; Lei Liu; Shaocheng Tong; C. L. Philip Chen
Pages: 66 - 75

7. Event-Triggered Optimal Control With Performance Guarantees Using Adaptive Dynamic Programming
Author(s): Biao Luo; Yin Yang; Derong Liu; Huai-Ning Wu
Pages: 76 - 88

8. 3-D Learning-Enhanced Adaptive ILC for Iteration-Varying Formation Tasks
Author(s): Yu Hui; Ronghu Chi; Biao Huang; Zhongsheng Hou
Pages: 89 - 99

9. Reservoir Computing Universality With Stochastic Inputs
Author(s): Lukas Gonon; Juan-Pablo Ortega
Pages: 100 - 112

10. Automatic Sleep Staging Employing Convolutional Neural Networks and Cortical Connectivity Images
Author(s): Panteleimon Chriskos; Christos A. Frantzidis; Polyxeni T. Gkivogkli; Panagiotis D. Bamidis; Chrysoula Kourtidou-Papadeli
Pages: 113 - 123

11. Cell-Coupled Long Short-Term Memory With L-Skip Fusion Mechanism for Mood Disorder Detection Through Elicited Audiovisual Features
Author(s): Ming-Hsiang Su; Chung-Hsien Wu; Kun-Yi Huang; Tsung-Hsien Yang
Pages: 124 - 135

12. Self-Tuning Neural Predictive Control Scheme for Ultrabattery to Emulate a Virtual Synchronous Machine in Autonomous Power Systems
Author(s): Abdul Saleem Mir; Nilanjan Senroy
Pages: 136 - 147

13. Scalable Digital Neuromorphic Architecture for Large-Scale Biophysically Meaningful Neural Network With Multi-Compartment Neurons
Author(s): Shuangming Yang; Bin Deng; Jiang Wang; Huiyan Li; Meili Lu; Yanqiu Che; Xile Wei; Kenneth A. Loparo
Pages: 148 - 162

14. Set-Membership Estimation for Complex Networks Subject to Linear and Nonlinear Bounded Attacks
Author(s): Haiyu Song; Peng Shi; Cheng-Chew Lim; Wen-An Zhang; Li Yu
Pages: 163 - 173

15. A New Timing Error Cost Function for Binary Time Series Prediction
Author(s): François Rivest; Richard Kohar
Pages: 174 - 185

16. Leveraging Coupled Interaction for Multimodal Alzheimer’s Disease Diagnosis
Author(s): Yinghuan Shi; Heung-Il Suk; Yang Gao; Seong-Whan Lee; Dinggang Shen
Pages: 186 - 200

17. The Forbidden Region Self-Organizing Map Neural Network
Author(s): Antonio Díaz Ramos; Ezequiel López-Rubio; Esteban J. Palomo
Pages: 201 - 211

18. HONN-Based Adaptive ILC for Pure-Feedback Nonaffine Discrete-Time Systems With Unknown Control Directions
Author(s): Qing-Yuan Xu; Xiao-Dong Li
Pages: 212 - 224

19. Further Results on Adaptive Stabilization of High-Order Stochastic Nonlinear Systems Subject to Uncertainties
Author(s): Huifang Min; Shengyuan Xu; Jason Gu; Baoyong Zhang; Zhengqiang Zhang
Pages: 225 - 234

20. Attack Detection and Approximation in Nonlinear Networked Control Systems Using Neural Networks
Author(s): Haifeng Niu; Chandreyee Bhowmick; Sarangapani Jagannathan
Pages: 235 - 245

21. Multiple Instance Learning for Multiple Diverse Hyperspectral Target Characterizations
Author(s): Ping Zhong; Zhiqiang Gong; Jiaxin Shan
Pages: 246 - 258

22. Learning-Based Robust Tracking Control of Quadrotor With Time-Varying and Coupling Uncertainties
Author(s): Chaoxu Mu; Yong Zhang
Pages: 259 - 273

23. A Time Wave Neural Network Framework for Solving Time-Dependent Project Scheduling Problems
Author(s): Wei Huang; Liang Gao
Pages: 274 - 283

24. A Conclusive Analysis of the Finite-Time Behavior of the Discretized Pursuit Learning Automaton
Author(s): Xuan Zhang; Lei Jiao; B. John Oommen; Ole-Christoffer Granmo
Pages: 284 - 294

25. Semisupervised Text Classification by Variational Autoencoder
Author(s): Weidi Xu; Ying Tan
Pages: 295 - 308

26. A Novel Concept Drift Detection Method for Incremental Learning in Nonstationary Environments
Author(s): Zhe Yang; Sameer Al-Dahidi; Piero Baraldi; Enrico Zio; Lorenzo Montelatici
Pages: 309 - 320

27. Attribute-Guided Network for Cross-Modal Zero-Shot Hashing
Author(s): Zhong Ji; Yuxin Sun; Yunlong Yu; Yanwei Pang; Jungong Han
Pages: 321 - 330

28. Associative Memories With Synaptic Delays
Author(s): Janusz A. Starzyk; Łukasz Maciura; Adrian Horzyk
Pages: 331 - 344

29. Augmenting Recurrent Neural Networks Resilience by Dropout
Author(s): Davide Bacciu; Francesco Crecchi
Pages: 345 - 351

30. Noise Robust Projection Rule for Hyperbolic Hopfield Neural Networks
Author(s): Masaki Kobayashi
Pages: 352 - 356

IEEE Transactions on Neural Networks and Learning Systems, Volume 30, Issue 12, December 2019.

1. Guest Editorial Special Issue on Intelligent Control Through Neural Learning and Optimization for Human–Machine Hybrid Systems
Author(s): Wei He; Changyin Sun; Donald C. Wunsch; Richard Yi Da Xu
Pages: 3530 - 3533

2. Multi Pseudo Q-Learning-Based Deterministic Policy Gradient for Tracking Control of Autonomous Underwater Vehicles
Author(s): Wenjie Shi; Shiji Song; Cheng Wu; C. L. Philip Chen
Pages: 3534 - 3546

3. Robust State/Output-Feedback Control of Coaxial-Rotor MAVs Based on Adaptive NN Approach
Author(s): Jinglan Li; Qinmin Yang; Bo Fan; Youxian Sun
Pages: 3547 - 3557

4. Adaptive Neural Control of a Kinematically Redundant Exoskeleton Robot Using Brain–Machine Interfaces
Author(s): Zhijun Li; Junjun Li; Suna Zhao; Yuxia Yuan; Yu Kang; C. L. Philip Chen
Pages: 3558 - 3571

5. Neural Adaptive Backstepping Control of a Robotic Manipulator With Prescribed Performance Constraint
Author(s): Qing Guo; Yi Zhang; Branko G. Celler; Steven W. Su
Pages: 3572 - 3583

6. Nonrigid Point Set Registration With Robust Transformation Learning Under Manifold Regularization
Author(s): Jiayi Ma; Jia Wu; Ji Zhao; Junjun Jiang; Huabing Zhou; Quan Z. Sheng
Pages: 3584 - 3597

7. Learning Accurate and Stable Dynamical System Under Manifold Immersion and Submersion
Author(s): Shaokun Jin; Zhiyang Wang; Yongsheng Ou; Wei Feng
Pages: 3598 - 3610

8. Adaptive Neural Network Tracking Control for Robotic Manipulators With Dead Zone
Author(s): Qi Zhou; Shiyi Zhao; Hongyi Li; Renquan Lu; Chengwei Wu
Pages: 3611 - 3620

9. Admittance-Based Adaptive Cooperative Control for Multiple Manipulators With Output Constraints
Author(s): Yong Li; Chenguang Yang; Weisheng Yan; Rongxin Cui; Andy Annamalai
Pages: 3621 - 3632

10. Neural Network-Based Adaptive Consensus Control for a Class of Nonaffine Nonlinear Multiagent Systems With Actuator Faults
Author(s): Jiahu Qin; Gaosheng Zhang; Wei Xing Zheng; Yu Kang
Pages: 3633 - 3644

11. Designing Fully Distributed Adaptive Event-Triggered Controllers for Networked Linear Systems With Matched Uncertainties
Author(s): Bin Cheng; Zhongkui Li
Pages: 3645 - 3655

12. Leader Selection via Supermodular Game for Formation Control in Multiagent Systems
Author(s): Lei Xue; Xianghui Cao
Pages: 3656 - 3664

13. Genetic Algorithm-Based Sensor Allocation With Nonlinear Centralized Fusion Observable Degree
Author(s): Quanbo Ge; Qinmin Yang; Peng Zhuo; Guanglun Liu; Shuaishuai Tang
Pages: 3665 - 3673

14. Time-Varying Formation Tracking for UAV Swarm Systems With Switching Directed Topologies
Author(s): Xiwang Dong; Yangfan Li; Chuang Lu; Guoqiang Hu; Qingdong Li; Zhang Ren
Pages: 3674 - 3685

15. Adaptive Neural Control of Underactuated Surface Vessels With Prescribed Performance Guarantees
Author(s): Shi-Lu Dai; Shude He; Min Wang; Chengzhi Yuan
Pages: 3686 - 3698

16. A Stochastic Sampling Mechanism for Time-Varying Formation of Multiagent Systems With Multiple Leaders and Communication Delays
Author(s): Housheng Su; Jinxin Zhang; Xia Chen
Pages: 3699 - 3707

17. Adaptive Discrete-Time Flight Control Using Disturbance Observer and Neural Networks
Author(s): Shuyi Shao; Mou Chen; Youmin Zhang
Pages: 3708 - 3721

18. Exponential Synchronization and L2-Gain Analysis of Delayed Chaotic Neural Networks Via Intermittent Control With Actuator Saturation
Author(s): Hong Sang; Jun Zhao
Pages: 3722 - 3734

19. Data-Driven Robust Control of Discrete-Time Uncertain Linear Systems via Off-Policy Reinforcement Learning
Author(s): Yongliang Yang; Zhishan Guo; Haoyi Xiong; Da-Wei Ding; Yixin Yin; Donald C. Wunsch
Pages: 3735 - 3747

20. Effects of Subsystem and Coupling on Synchronization of Multiple Neural Networks With Delays via Impulsive Coupling
Author(s): Jiejie Chen; Boshan Chen; Zhigang Zeng; Ping Jiang
Pages: 3748 - 3758

21. Manifold Criterion Guided Transfer Learning via Intermediate Domain Generation
Author(s): Lei Zhang; Shanshan Wang; Guang-Bin Huang; Wangmeng Zuo; Jian Yang; David Zhang
Pages: 3759 - 3773

22. Beyond Majority Voting: A Coarse-to-Fine Label Filtration for Heavily Noisy Labels
Author(s): Bo Han; Ivor W. Tsang; Ling Chen; Joey Tianyi Zhou; Celina P. Yu
Pages: 3774 - 3787

23. Weighted Mixed-Norm Regularized Regression for Robust Face Identification
Author(s): Jianwei Zheng; Kechen Lou; Xi Yang; Cong Bai; Jinhui Tang
Pages: 3788 - 3802

24. Kinodynamic Motion Planning With Continuous-Time Q-Learning: An Online, Model-Free, and Safe Navigation Framework
Author(s): George P. Kontoudis; Kyriakos G. Vamvoudakis
Pages: 3803 - 3817

25. Nonpeaked Discriminant Analysis for Data Representation
Author(s): Qiaolin Ye; Zechao Li; Liyong Fu; Zhao Zhang; Wankou Yang; Guowei Yang
Pages: 3818 - 3832

26. O(2)-Valued Hopfield Neural Networks
Author(s): Masaki Kobayashi
Pages: 3833 - 3838

27. Partial Diffusion Kalman Filtering for Distributed State Estimation in Multiagent Networks
Author(s): Vahid Vahidpour; Amir Rastegarnia; Azam Khalili; Saeid Sanei
Pages: 3839 - 3846

28. Feature Aggregation With Reinforcement Learning for Video-Based Person Re-Identification
Author(s): Wei Zhang; Xuanyu He; Weizhi Lu; Hong Qiao; Yibin Li
Pages: 3847 - 3852