AI/ML

IEEE Transactions on Neural Networks and Learning Systems: Volume 30, Issue 1, January 2019




1. Editorial: Booming of Neural Networks and Learning Systems
Page(s): 2 – 10

2. Deep CNN-Based Blind Image Quality Predictor
Author(s): Jongyoo Kim; Anh-Duc Nguyen; Sanghoon Lee
Page(s): 11 – 24

3. Neuro-Adaptive Control With Given Performance Specifications for Strict Feedback Systems Under Full-State Constraints
Author(s): Xiucai Huang; Yongduan Song; Junfeng Lai
Page(s): 25 – 34

4. Consensus Problems Over Cooperation-Competition Random Switching Networks With Noisy Channels
Author(s): Yonghong Wu; Bin Hu; Zhi-Hong Guan
Page(s): 35 – 43

5. Estimation of Graphlet Counts in Massive Networks
Author(s): Ryan A. Rossi; Rong Zhou; Nesreen K. Ahmed
Page(s): 44 – 57

6. Finite-Time Passivity-Based Stability Criteria for Delayed Discrete-Time Neural Networks via New Weighted Summation Inequalities
Author(s): Ramasamy Saravanakumar; Sreten B. Stojanovic; Damnjan D. Radosavljevic; Choon Ki Ahn; Hamid Reza Karimi
Page(s): 58 – 71

7. Multiple-Model Adaptive Estimation for 3-D and 4-D Signals: A Widely Linear Quaternion Approach
Author(s): Min Xiang; Bruno Scalzo Dees; Danilo P. Mandic
Page(s): 72 – 84

8. Optimal Synchronization Control of Multiagent Systems With Input Saturation via Off-Policy Reinforcement Learning
Author(s): Jiahu Qin; Man Li; Yang Shi; Qichao Ma; Wei Xing Zheng
Page(s): 85 – 96

9. Design and Adaptive Control for an Upper Limb Robotic Exoskeleton in Presence of Input Saturation
Author(s): Wei He; Zhijun Li; Yiting Dong; Ting Zhao
Page(s): 97 – 108

10. A Cost-Sensitive Deep Belief Network for Imbalanced Classification
Author(s): Chong Zhang; Kay Chen Tan; Haizhou Li; Geok Soon Hong
Page(s): 109 – 122

11. A Highly Effective and Robust Membrane Potential-Driven Supervised Learning Method for Spiking Neurons
Author(s): Malu Zhang; Hong Qu; Ammar Belatreche; Yi Chen; Zhang Yi
Page(s): 123 – 137

12. Enhanced Robot Speech Recognition Using Biomimetic Binaural Sound Source Localization
Author(s): Jorge Dávila-Chacón; Jindong Liu; Stefan Wermter
Page(s): 138 – 150

13. A Discrete-Time Projection Neural Network for Sparse Signal Reconstruction With Application to Face Recognition
Author(s): Bingrong Xu; Qingshan Liu; Tingwen Huang
Page(s): 151 – 162

14. Domain-Weighted Majority Voting for Crowdsourcing
Author(s): Dapeng Tao; Jun Cheng; Zhengtao Yu; Kun Yue; Lizhen Wang
Page(s): 163 – 174

15. Reconstructible Nonlinear Dimensionality Reduction via Joint Dictionary Learning
Author(s): Xian Wei; Hao Shen; Yuanxiang Li; Xuan Tang; Fengxiang Wang; Martin Kleinsteuber; Yi Lu Murphey
Page(s): 175 – 189

16. On the Duality Between Belief Networks and Feed-Forward Neural Networks
Author(s): Paul M. Baggenstoss
Page(s): 190 – 200

17. Exploiting Combination Effect for Unsupervised Feature Selection by L2,0 Norm
Author(s): Xingzhong Du; Feiping Nie; Weiqing Wang; Yi Yang; Xiaofang Zhou
Page(s): 201 – 214

18. Leader-Following Practical Cluster Synchronization for Networks of Generic Linear Systems: An Event-Based Approach
Author(s): Jiahu Qin; Weiming Fu; Yang Shi; Huijun Gao; Yu Kang
Page(s): 215 – 224

19. Semisupervised Learning Based on a Novel Iterative Optimization Model for Saliency Detection
Author(s): Shuwei Huo; Yuan Zhou; Wei Xiang; Sun-Yuan Kung
Page(s): 225 – 241

20. Augmented Real-Valued Time-Delay Neural Network for Compensation of Distortions and Impairments in Wireless Transmitters
Author(s): Dongming Wang; Mohsin Aziz; Mohamed Helaoui; Fadhel M. Ghannouchi
Page(s): 242 – 254

21. UCFTS: A Unilateral Coupling Finite-Time Synchronization Scheme for Complex Networks
Author(s): Min Han; Meng Zhang; Tie Qiu; Meiling Xu
Page(s): 255 – 268

22. A Semisupervised Classification Approach for Multidomain Networks With Domain Selection
Author(s): Chuan Chen; Jingxue Xin; Yong Wang; Luonan Chen; Michael K. Ng
Page(s): 269 – 283

23. Neurons With Paraboloid Decision Boundaries for Improved Neural Network Classification Performance
Author(s): Nikolaos Tsapanos; Anastasios Tefas; Nikolaos Nikolaidis; Ioannis Pitas
Page(s): 284 – 294

24. Adaptive Reinforcement Learning Control Based on Neural Approximation for Nonlinear Discrete-Time Systems With Unknown Nonaffine Dead-Zone Input
Author(s): Yan-Jun Liu; Shu Li; Shaocheng Tong; C. L. Philip Chen
Page(s): 295 – 305

25. Filippov Hindmarsh–Rose Neuronal Model With Threshold Policy Control
Author(s): Yi Yang; Xiaofeng Liao
Page(s): 306 – 311

26. Blind Denoising Autoencoder
Author(s): Angshul Majumdar
Page(s): 312 – 317

27. Variational Random Function Model for Network Modeling
Author(s): Zenglin Xu; Bin Liu; Shandian Zhe; Haoli Bai; Zihan Wang; Jennifer Neville
Page(s): 318 – 324

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