IEEE Transactions on Neural Networks and Learning Systems, Volume 29, Issue 9, September 2018

1. Continuous Dropout
Author(s): Xu Shen; Xinmei Tian; Tongliang Liu; Fang Xu; Dacheng Tao
Pages: 3926 - 3937

2. Deep Manifold Learning Combined With Convolutional Neural Networks for Action Recognition
Author(s): Xin Chen; Jian Weng; Wei Lu; Jiaming Xu; Jiasi Weng
Pages: 3938 - 3952

3. AdOn HDP-HMM: An Adaptive Online Model for Segmentation and Classification of Sequential Data
Author(s): Ava Bargi; Richard Yi Da Xu; Massimo Piccardi
Pages: 3953 - 3968

4. Deep Learning of Constrained Autoencoders for Enhanced Understanding of Data
Author(s): Babajide O. Ayinde; Jacek M. Zurada
Pages: 3969 - 3979

5. Learning Methods for Dynamic Topic Modeling in Automated Behavior Analysis
Author(s): Olga Isupova; Danil Kuzin; Lyudmila Mihaylova
Pages: 3980 - 3993

6. Support Vector Data Descriptions and k-Means Clustering: One Class?
Author(s): Nico Görnitz; Luiz Alberto Lima; Klaus-Robert Müller; Marius Kloft; Shinichi Nakajima
Pages: 3994 - 4006

7. Data-Driven Robust M-LS-SVR-Based NARX Modeling for Estimation and Control of Molten Iron Quality Indices in Blast Furnace Ironmaking
Author(s): Ping Zhou; Dongwei Guo; Hong Wang; Tianyou Chai
Pages: 4007 - 4021

8. Detection of Sources in Non-Negative Blind Source Separation by Minimum Description Length Criterion
Author(s): Chia-Hsiang Lin; Chong-Yung Chi; Lulu Chen; David J. Miller; Yue Wang
Pages: 4022 - 4037

9. Nonparametric Coupled Bayesian Dictionary and Classifier Learning for Hyperspectral Classification
Author(s): Naveed Akhtar; Ajmal Mian
Pages: 4038 - 4050

10. Heterogeneous Multitask Metric Learning Across Multiple Domains
Author(s): Yong Luo; Yonggang Wen; Dacheng Tao
Pages: 4051 - 4064

11. Classification of Imbalanced Data by Oversampling in Kernel Space of Support Vector Machines
Author(s): Josey Mathew; Chee Khiang Pang; Ming Luo; Weng Hoe Leong
Pages: 4065 - 4076

12. A Novel Error-Compensation Control for a Class of High-Order Nonlinear Systems With Input Delay
Author(s): Chao Shi; Zongcheng Liu; Xinmin Dong; Yong Chen
Pages: 4077 - 4087

13. Dimensionality Reduction in Multiple Ordinal Regression
Author(s): Jiabei Zeng; Yang Liu; Biao Leng; Zhang Xiong; Yiu-ming Cheung
Pages: 4088 - 4101

14. A Deep Machine Learning Method for Classifying Cyclic Time Series of Biological Signals Using Time-Growing Neural Network
Author(s): Arash Gharehbaghi; Maria Lindén
Pages: 4102 - 4115

15. Transductive Zero-Shot Learning With Adaptive Structural Embedding
Author(s): Yunlong Yu; Zhong Ji; Jichang Guo; Yanwei Pang
Pages: 4116 - 4127

16. Bayesian Nonparametric Regression Modeling of Panel Data for Sequential Classification
Author(s): Sihan Xiong; Yiwei Fu; Asok Ray
Pages: 4128 - 4139

17. Symmetric Predictive Estimator for Biologically Plausible Neural Learning
Author(s): David Xu; Andrew Clappison; Cameron Seth; Jeff Orchard
Pages: 4140 - 4151

18. A Distance-Based Weighted Undersampling Scheme for Support Vector Machines and its Application to Imbalanced Classification
Author(s): Qi Kang; Lei Shi; MengChu Zhou; XueSong Wang; QiDi Wu; Zhi Wei
Pages: 4152 - 4165

19. Learning With Coefficient-Based Regularized Regression on Markov Resampling
Author(s): Luoqing Li; Weifu Li; Bin Zou; Yulong Wang; Yuan Yan Tang; Hua Han
Pages: 4166 - 4176

20. Sequential Labeling With Structural SVM Under Nondecomposable Losses
Author(s): Guopeng Zhang; Massimo Piccardi; Ehsan Zare Borzeshi
Pages: 4177 - 4188

21. The Stability of Stochastic Coupled Systems With Time-Varying Coupling and General Topology Structure
Author(s): Yan Liu; Wenxue Li; Jiqiang Feng
Pages: 4189 - 4200

22. Stability Analysis of Quaternion-Valued Neural Networks: Decomposition and Direct Approaches
Author(s): Yang Liu; Dandan Zhang; Jungang Lou; Jianquan Lu; Jinde Cao
Pages: 4201 - 4211

23. On Wang k WTA With Input Noise, Output Node Stochastic, and Recurrent State Noise
Author(s): John Sum; Chi-Sing Leung; Kevin I.-J. Ho
Pages: 4212 - 4222

24. Event-Driven Stereo Visual Tracking Algorithm to Solve Object Occlusion
Author(s): Luis A. Camuñas-Mesa; Teresa Serrano-Gotarredona; Sio-Hoi Ieng; Ryad Benosman; Bernabé Linares-Barranco
Pages: 4223 - 4237

25. Stability Analysis of Neural Networks With Time-Varying Delay by Constructing Novel Lyapunov Functionals
Author(s): Tae H. Lee; Hieu M. Trinh; Ju H. Park
Pages: 4238 - 4247

26. Design, Analysis, and Representation of Novel Five-Step DTZD Algorithm for Time-Varying Nonlinear Optimization
Author(s): Dongsheng Guo; Laicheng Yan; Zhuoyun Nie
Pages: 4248 - 4260

27. Neural Observer and Adaptive Neural Control Design for a Class of Nonlinear Systems
Author(s): Bing Chen; Huaguang Zhang; Xiaoping Liu; Chong Lin
Pages: 4261 - 4271

28. Shared Autoencoder Gaussian Process Latent Variable Model for Visual Classification
Author(s): Jinxing Li; Bob Zhang; David Zhang
Pages: 4272 - 4286

29. Online Supervised Learning for Hardware-Based Multilayer Spiking Neural Networks Through the Modulation of Weight-Dependent Spike-Timing-Dependent Plasticity
Author(s): Nan Zheng; Pinaki Mazumder
Pages: 4287 - 4302

30. Neural-Network-Based Adaptive Backstepping Control With Application to Spacecraft Attitude Regulation
Author(s): Xibin Cao; Peng Shi; Zhuoshi Li; Ming Liu
Pages: 4303 - 4313

31. Recursive Adaptive Sparse Exponential Functional Link Neural Network for Nonlinear AEC in Impulsive Noise Environment
Author(s): Sheng Zhang; Wei Xing Zheng
Pages: 4314 - 4323

32. Multilabel Prediction via Cross-View Search
Author(s): Xiaobo Shen; Weiwei Liu; Ivor W. Tsang; Quan-Sen Sun; Yew-Soon Ong
Pages: 4324 - 4338

33. Large-Scale Metric Learning: A Voyage From Shallow to Deep
Author(s): Masoud Faraki; Mehrtash T. Harandi; Fatih Porikli
Pages: 4339 - 4346

34. Distributed Event-Triggered Adaptive Control for Cooperative Output Regulation of Heterogeneous Multiagent Systems Under Switching Topology
Author(s): Ruohan Yang; Hao Zhang; Gang Feng; Huaicheng Yan
Pages: 4347 - 4358

35. Event-Based Adaptive NN Tracking Control of Nonlinear Discrete-Time Systems
Author(s): Yuan-Xin Li; Guang-Hong Yang
Pages: 4359 - 4369

36. Dynamic Analysis of Hybrid Impulsive Delayed Neural Networks With Uncertainties
Author(s): Bin Hu; Zhi-Hong Guan; Tong-Hui Qian; Guanrong Chen
Pages: 4370 - 4384

37. Robust Zeroing Neural-Dynamics and Its Time-Varying Disturbances Suppression Model Applied to Mobile Robot Manipulators
Author(s): Dechao Chen; Yunong Zhang
Pages: 4385 - 4397

38. Multiple-Instance Ordinal Regression
Author(s): Yanshan Xiao; Bo Liu; Zhifeng Hao
Pages: 4398 - 4413

39. Neuroadaptive Control With Given Performance Specifications for MIMO Strict-Feedback Systems Under Nonsmooth Actuation and Output Constraints
Author(s): Yongduan Song; Shuyan Zhou
Pages: 4414 - 4425

40. Lagrangean-Based Combinatorial Optimization for Large-Scale S3VMs
Author(s): Francesco Bagattini; Paola Cappanera; Fabio Schoen
Pages: 4426 - 4435

41. Adaptive Fault-Tolerant Control for Nonlinear Systems With Multiple Sensor Faults and Unknown Control Directions
Author(s): Ding Zhai; Liwei An; Xiaojian Li; Qingling Zhang
Pages: 4436 - 4446

42. Design of Distributed Observers in the Presence of Arbitrarily Large Communication Delays
Author(s): Kexin Liu; Jinhu Lü; Zongli Lin
Pages: 4447 - 4461

43. A Solution Path Algorithm for General Parametric Quadratic Programming Problem
Author(s): Bin Gu; Victor S. Sheng
Pages: 4462 - 4472

44. Online Density Estimation of Nonstationary Sources Using Exponential Family of Distributions
Author(s): Kaan Gokcesu; Suleyman S. Kozat
Pages: 4473 - 4478

45. Image-Specific Classification With Local and Global Discriminations
Author(s): Chunjie Zhang; Jian Cheng; Changsheng Li; Qi Tian
Pages: 4479 - 4486

46. Global Asymptotic Stability for Delayed Neural Networks Using an Integral Inequality Based on Nonorthogonal Polynomials
Author(s): Xian-Ming Zhang; Wen-Juan Lin; Qing-Long Han; Yong He; Min Wu
Pages: 4487 - 4493

47. L1-Norm Distance Minimization-Based Fast Robust Twin Support Vector k-Plane Clustering
Author(s): Qiaolin Ye; Henghao Zhao; Zechao Li; Xubing Yang; Shangbing Gao; Tongming Yin; Ning Ye
Pages: 4494 - 4503

48. Extensions to Online Feature Selection Using Bagging and Boosting
Author(s): Gregory Ditzler; Joseph LaBarck; James Ritchie; Gail Rosen; Robi Polikar
Pages: 4504 - 4509

49. On Adaptive Boosting for System Identification
Author(s): Johan Bjurgert; Patricio E. Valenzuela; Cristian R. Rojas
Pages: 4510 - 4514

50. Universal Approximation by Using the Correntropy Objective Function
Author(s): Mojtaba Nayyeri; Hadi Sadoghi Yazdi; Alaleh Maskooki; Modjtaba Rouhani
Pages: 4515 - 4521

51. Stability Analysis of Optimal Adaptive Control Under Value Iteration Using a Stabilizing Initial Policy
Author(s): Ali Heydari
Pages: 4522 - 4527

52. Object Categorization Using Class-Specific Representations
Author(s): Chunjie Zhang; Jian Cheng; Liang Li; Changsheng Li; Qi Tian
Pages: 4528 - 4534

53. Improved Stability Analysis for Delayed Neural Networks
Author(s): Zhichen Li; Yan Bai; Congzhi Huang; Huaicheng Yan; Shicai Mu
Pages: 4535 - 4541

54. Connectivity-Preserving Consensus Tracking of Uncertain Nonlinear Strict-Feedback Multiagent Systems: An Error Transformation Approach
Author(s): Sung Jin Yoo
Pages: 4542 - 4548