AI/ML

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

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