IEEE Transactions on Neural Networks and Learning Systems, Volume 30, Issue 4, April 2019.

1. Denoising Adversarial Autoencoders
Author(s):  Antonia Creswell; Anil Anthony Bharath
Pages: 968 - 984

2. A Novel Cluster Validity Index Based on Local Cores
Author(s):  Dongdong Cheng; Qingsheng Zhu; Jinlong Huang; Quanwang Wu; Lijun Yang
Pages: 985 - 999

3. Exponential Synchronization for Delayed Dynamical Networks via Intermittent Control: Dealing With Actuator Saturations
Author(s):  Yonggang Chen; Zidong Wang; Bo Shen; Hongli Dong
Pages: 1000 - 1012

4. Semantically Modeling of Object and Context for Categorization
Author(s):  Chunjie Zhang; Jian Cheng; Qi Tian
Pages: 1013 - 1024

5. Exponential Synchronizationlike Criterion for State-Dependent Impulsive Dynamical Networks
Author(s):  Liangliang Li; Xin Wang; Chuandong Li; Yuming Feng
Pages: 1025 - 1033

6. Variational Bayesian Learning of Generalized Dirichlet-Based Hidden Markov Models Applied to Unusual Events Detection
Author(s):  Elise Epaillard; Nizar Bouguila
Pages: 1034 - 1047

7. Self-Organizing Neuroevolution for Solving Carpool Service Problem With Dynamic Capacity to Alternate Matches
Author(s):  Ming-Kai Jiau; Shih-Chia Huang
Pages: 1048 - 1060

8. Online Robust Low-Rank Tensor Modeling for Streaming Data Analysis
Author(s):  Ping Li; Jiashi Feng; Xiaojie Jin; Luming Zhang; Xianghua Xu; Shuicheng Yan
Pages: 1061 - 1075

9. Adaptive Neural State-Feedback Tracking Control of Stochastic Nonlinear Switched Systems: An Average Dwell-Time Method
Author(s):  Ben Niu; Ding Wang; Naif D. Alotaibi; Fuad E. Alsaadi
Pages: 1076 - 1087

10. Active Learning From Imbalanced Data: A Solution of Online Weighted Extreme Learning Machine
Author(s):  Hualong Yu; Xibei Yang; Shang Zheng; Changyin Sun
Pages: 1088 - 1103

11. Perception Coordination Network: A Neuro Framework for Multimodal Concept Acquisition and Binding
Author(s):  You-Lu Xing; Xiao-Feng Shi; Fu-Rao Shen; Jin-Xi Zhao; Jing-Xin Pan; Ah-Hwee Tan
Pages: 1104 - 1118

12. Adaptive Learning Control for Nonlinear Systems With Randomly Varying Iteration Lengths
Author(s):  Dong Shen; Jian-Xin Xu
Pages: 1119 - 1132

13. Flexible Affinity Matrix Learning for Unsupervised and Semisupervised Classification
Author(s):  Xiaozhao Fang; Na Han; Wai Keung Wong; Shaohua Teng; Jigang Wu; Shengli Xie; Xuelong Li
Pages: 1133 - 1149

14. Fast Inference Predictive Coding: A Novel Model for Constructing Deep Neural Networks
Author(s):  Zengjie Song; Jiangshe Zhang; Guang Shi; Junmin Liu
Pages: 1150 - 1165

15. Nonlinear Dimensionality Reduction With Missing Data Using Parametric Multiple Imputations
Author(s):  Cyril de Bodt; Dounia Mulders; Michel Verleysen; John Aldo Lee
Pages: 1166 - 1179

16. Domain Adaption via Feature Selection on Explicit Feature Map
Author(s):  Wan-Yu Deng; Amaury Lendasse; Yew-Soon Ong; Ivor Wai-Hung Tsang; Lin Chen; Qing-Hua Zheng
Pages: 1180 - 1190

17. Universal Approximation Capability of Broad Learning System and Its Structural Variations
Author(s):  C. L. Philip Chen; Zhulin Liu; Shuang Feng
Pages: 1191 - 1204

18. Dualityfree Methods for Stochastic Composition Optimization
Author(s):  Liu Liu; Ji Liu; Dacheng Tao
Pages: 1205 - 1217

19. Event-Based Line Fitting and Segment Detection Using a Neuromorphic Visual Sensor
Author(s):  David Reverter Valeiras; Xavier Clady; Sio-Hoi Ieng; Ryad Benosman
Pages: 1218 - 1230

20. SEFRON: A New Spiking Neuron Model With Time-Varying Synaptic Efficacy Function for Pattern Classification
Author(s):  Abeegithan Jeyasothy; Suresh Sundaram; Narasimhan Sundararajan
Pages: 1231 - 1240

21. Bounded Neural Network Control for Target Tracking of Underactuated Autonomous Surface Vehicles in the Presence of Uncertain Target Dynamics
Author(s):  Lu Liu; Dan Wang; Zhouhua Peng; C. L. Philip Chen; Tieshan Li
Pages: 1241 - 1249

22. Category-Based Deep CCA for Fine-Grained Venue Discovery From Multimodal Data
Author(s):  Yi Yu; Suhua Tang; Kiyoharu Aizawa; Akiko Aizawa
Pages: 1250 - 1258

23. Markov Boundary-Based Outlier Mining
Author(s):  Kui Yu; Huanhuan Chen
Pages: 1259 - 1264

24. Spectral Embedded Adaptive Neighbors Clustering
Author(s):  Qi Wang; Zequn Qin; Feiping Nie; Xuelong Li
Pages: 1265 - 1271

25. Approximation of Ensemble Boundary Using Spectral Coefficients
Author(s):  T. Windeatt; C. Zor; N. C. Camgoz
Pages: 1272 - 1277

26. Developmental Resonance Network
Author(s):  Gyeong-Moon Park; Jae-Woo Choi; Jong-Hwan Kim
Pages: 1278 - 1284