IEEE Transactions on Neural Networks and Learning Systems: Volume 30, Issue 2, February 2019.

1. fpgaConvNet: Mapping Regular and Irregular Convolutional Neural Networks on FPGAs
Author(s): Stylianos I. Venieris; Christos-Savvas Bouganis
Page(s): 326 - 342

2. A Novel Neural Networks Ensemble Approach for Modeling Electrochemical Cells
Author(s): Massimiliano Luzi; Maurizio Paschero; Antonello Rizzi; Enrico Maiorino; Fabio Massimo Frattale Mascioli
Page(s): 343 - 354

3. Exploring Correlations Among Tasks, Clusters, and Features for Multitask Clustering
Author(s): Wenming Cao; Si Wu; Zhiwen Yu; Hau-San Wong
Page(s): 355 - 368

4. Scaling Up Kernel SVM on Limited Resources: A Low-Rank Linearization Approach
Author(s): Liang Lan; Zhuang Wang; Shandian Zhe; Wei Cheng; Jun Wang; Kai Zhang
Page(s): 369 - 378

5. Optimized Neural Network Parameters Using Stochastic Fractal Technique to Compensate Kalman Filter for Power System-Tracking-State Estimation
Author(s): Hossam Mosbah; Mohamed E. El-Hawary
Page(s): 379 - 388

6. Online Identification of Nonlinear Stochastic Spatiotemporal System With Multiplicative Noise by Robust Optimal Control-Based Kernel Learning Method
Author(s): Hanwen Ning; Guangyan Qing; Tianhai Tian; Xingjian Jing
Page(s): 389 - 404

7. Semisupervised Learning With Parameter-Free Similarity of Label and Side Information
Author(s): Rui Zhang; Feiping Nie; Xuelong Li
Page(s): 405 - 414

8. H-infinity State Estimation for Discrete-Time Nonlinear Singularly Perturbed Complex Networks Under the Round-Robin Protocol
Author(s): Xiongbo Wan; Zidong Wang; Min Wu; Xiaohui Liu
Page(s): 415 - 426

9. Temporal Self-Organization: A Reaction–Diffusion Framework for Spatiotemporal Memories
Author(s): Prayag Gowgi; Shayan Srinivasa Garani
Page(s): 427 - 448

10. Variational Bayesian Learning for Dirichlet Process Mixture of Inverted Dirichlet Distributions in Non-Gaussian Image Feature Modeling
Author(s): Zhanyu Ma; Yuping Lai; W. Bastiaan Kleijn; Yi-Zhe Song; Liang Wang; Jun Guo
Page(s): 449 - 463

11. Hierarchical Decision and Control for Continuous Multitarget Problem: Policy Evaluation With Action Delay
Author(s): Jiangcheng Zhu; Jun Zhu; Zhepei Wang; Shan Guo; Chao Xu
Page(s): 464 - 473

12. Unified Low-Rank Matrix Estimate via Penalized Matrix Least Squares Approximation
Author(s): Xiangyu Chang; Yan Zhong; Yao Wang; Shaobo Lin
Page(s): 474 - 485

13. Online Active Learning Ensemble Framework for Drifted Data Streams
Author(s): Jicheng Shan; Hang Zhang; Weike Liu; Qingbao Liu
Page(s): 486 - 498

14. A New Approach to Stochastic Stability of Markovian Neural Networks With Generalized Transition Rates
Author(s): Ruimei Zhang; Deqiang Zeng; Ju H. Park; Yajuan Liu; Shouming Zhong
Page(s): 499 - 510

15. Optimization of Distributions Differences for Classification
Author(s): Mohammad Reza Bonyadi; Quang M. Tieng; David C. Reutens
Page(s): 511 - 523

16. Deep Convolutional Identifier for Dynamic Modeling and Adaptive Control of Unmanned Helicopter
Author(s): Yu Kang; Shaofeng Chen; Xuefeng Wang; Yang Cao
Page(s): 524 - 538

17. Neural-Response-Based Extreme Learning Machine for Image Classification
Author(s): Hongfeng Li; Hongkai Zhao; Hong Li
Page(s): 539 - 552

18. Deep Ensemble Machine for Video Classification
Author(s): Jiewan Zheng; Xianbin Cao; Baochang Zhang; Xiantong Zhen; Xiangbo Su
Page(s): 553 - 565

19. Multiple ψ-Type Stability of Cohen–Grossberg Neural Networks With Both Time-Varying Discrete Delays and Distributed Delays
Author(s): Fanghai Zhang; Zhigang Zeng
Page(s): 566 - 579

20. Neural Network Training With Levenberg–Marquardt and Adaptable Weight Compression
Author(s): James S. Smith; Bo Wu; Bogdan M. Wilamowski
Page(s): 580 - 587

21. Solving Partial Least Squares Regression via Manifold Optimization Approaches
Author(s): Haoran Chen; Yanfeng Sun; Junbin Gao; Yongli Hu; Baocai Yin
Page(s): 588 - 600

22. Dendritic Neuron Model With Effective Learning Algorithms for Classification, Approximation, and Prediction
Author(s): Shangce Gao; Mengchu Zhou; Yirui Wang; Jiujun Cheng; Hanaki Yachi; Jiahai Wang
Page(s): 601 - 614

23. Multiclass Nonnegative Matrix Factorization for Comprehensive Feature Pattern Discovery
Author(s): Yifeng Li; Youlian Pan; Ziying Liu
Page(s): 615 - 629

24. Self-Paced Learning-Based Probability Subspace Projection for Hyperspectral Image Classification
Author(s): Shuyuan Yang; Zhixi Feng; Min Wang; Kai Zhang
Page(s): 630 - 635

25. Hierarchical Stability Conditions for a Class of Generalized Neural Networks With Multiple Discrete and Distributed Delays
Author(s): Lei Song; Sing Kiong Nguang; Dan Huang
Page(s): 636 - 642