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IEEE Transactions on Neural Networks and Learning Systems, Volume 26

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> Home > Journals > IEEE Transactions on Neural Networks and Learning Systems

Volume 26, Number 1, January 2015

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Derong Liu:
TNNLS Call for Reviewers and Special Issues. 1-6
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Xia Liu, Shaobo Lin, Jian Fang, Zongben Xu:
Is Extreme Learning Machine Feasible? A Theoretical Assessment (Part I). 7-20
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Shaobo Lin, Xia Liu, Jian Fang, Zongben Xu:
Is Extreme Learning Machine Feasible? A Theoretical Assessment (Part II). 21-34
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Rudrasis Chakraborty, Nikhil R. Pal:
Feature Selection Using a Neural Framework With Controlled Redundancy. 35-50
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Cong Li, Michael Georgiopoulos, Georgios C. Anagnostopoulos:
Pareto-Path Multitask Multiple Kernel Learning. 51-61
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Jan Chorowski, Jacek M. Zurada:
Learning Understandable Neural Networks With Nonnegative Weight Constraints. 62-69
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Sotirios P. Chatzis, Dimitrios I. Kosmopoulos:
A Latent Manifold Markovian Dynamics Gaussian Process. 70-83
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R. Rakkiyappan, Jinde Cao, G. Velmurugan:
Existence and Uniform Stability Analysis of Fractional-Order Complex-Valued Neural Networks With Time Delays. 84-97
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Vijay Manikandan Janakiraman, XuanLong Nguyen, Jeff Sterniak, Dennis Assanis:
Identification of the Dynamic Operating Envelope of HCCI Engines Using Class Imbalance Learning. 98-112
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Xiwei Liu, Tianping Chen:
Synchronization of Nonlinear Coupled Networks via Aperiodically Intermittent Pinning Control. 113-126
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Hamid Soleimani, Mohammad Bavandpour, Arash Ahmadi, Derek Abbott:
Digital Implementation of a Biological Astrocyte Model and Its Application. 127-139
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Bahare Kiumarsi, Frank L. Lewis:
Actor-Critic-Based Optimal Tracking for Partially Unknown Nonlinear Discrete-Time Systems. 140-151
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Mu Li, Wei Bi, James T. Kwok, Bao-Liang Lu:
Large-Scale Nyström Kernel Matrix Approximation Using Randomized SVD. 152-164
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Yan-Jun Liu, Li Tang, Shaocheng Tong, C. L. Philip Chen, Dong-Juan Li:
Reinforcement Learning Design-Based Adaptive Tracking Control With Less Learning Parameters for Nonlinear Discrete-Time MIMO Systems. 165-176
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Suviseshamuthu Easter Selvan:
Nonsmooth ICA Contrast Minimization Using a Riemannian Nelder-Mead Method. 177-183

Volume 26, Number 2, February 2015

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Qingsong Zhu, Ling Shao, Xuelong Li, Lei Wang:
Targeting Accurate Object Extraction From an Image: A Comprehensive Study of Natural Image Matting. 185-207
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Yuichi Motai:
Kernel Association for Classification and Prediction: A Survey. 208-223
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Guofa Sun, Dongwu Li, Xuemei Ren:
Modified Neural Dynamic Surface Approach to Output Feedback of MIMO Nonlinear Systems. 224-236
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Eunwoo Kim, Minsik Lee, Chong-Ho Choi, Nojun Kwak, Songhwai Oh:
Efficient l₁-Norm-Based Low-Rank Matrix Approximations for Large-Scale Problems Using Alternating Rectified Gradient Method. 237-251
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Yahong Han, Yi Yang, Yan Yan, Zhigang Ma, Nicu Sebe, Xiaofang Zhou:
Semisupervised Feature Selection via Spline Regression for Video Semantic Recognition. 252-264
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Hongbo Zhou, Qiang Cheng:
A Scalable Projective Scaling Algorithm for l_p Loss With Convex Penalizations. 265-276
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Sheng-lan Liu, Lin Feng, Hong Qiao:
Scatter Balance: An Angle-Based Supervised Dimensionality Reduction. 277-289
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Bo Liu, Wenlian Lu, Tianping Chen:
Consensus in Continuous-Time Multiagent Systems Under Discontinuous Nonlinear Protocols. 290-301
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Rong-Jong Wai, Jing-Xiang Yao, Jeng-Dao Lee:
Backstepping Fuzzy-Neural-Network Control Design for Hybrid Maglev Transportation System. 302-317
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Yi Cao, Yuhua Li, Sonya A. Coleman, Ammar Belatreche, Thomas Martin McGinnity:
Adaptive Hidden Markov Model With Anomaly States for Price Manipulation Detection. 318-330
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Weisheng Chen, Shaoyong Hua, Huaguang Zhang:
Consensus-Based Distributed Cooperative Learning From Closed-Loop Neural Control Systems. 331-345
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Dongbin Zhao, Yuanheng Zhu:
MEC - A Near-Optimal Online Reinforcement Learning Algorithm for Continuous Deterministic Systems. 346-356
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Jie Lian, Jun Wang:
Passivity of Switched Recurrent Neural Networks With Time-Varying Delays. 357-366
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Bo Tang, Haibo He, Quan Ding, Steven Kay:
A Parametric Classification Rule Based on the Exponentially Embedded Family. 367-377
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Olcay Taner Yildiz:
VC-Dimension of Univariate Decision Trees. 378-387
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Miguel C. Soriano, Silvia Ortin, Lars Keuninckx, Lennert Appeltant, Jan Danckaert, Luis Pesquera, Guy van der Sande:
Delay-Based Reservoir Computing: Noise Effects in a Combined Analog and Digital Implementation. 388-393
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Jian Cheng Lv, Zhang Yi, Yunxia Li:
Non-Divergence of Stochastic Discrete Time Algorithms for PCA Neural Networks. 394-399
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Thanh Minh Nguyen, Q. M. Jonathan Wu, Hui Zhang:
Asymmetric Mixture Model With Simultaneous Feature Selection and Model Detection. 400-408
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Yu Jiang, Yebin Wang, Scott A. Bortoff, Zhong-Ping Jiang:
Optimal Codesign of Nonlinear Control Systems Based on a Modified Policy Iteration Method. 409-414

Volume 26, Number 3, March 2015

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Mohammed Falah Mohammed, Chee Peng Lim:
An Enhanced Fuzzy Min-Max Neural Network for Pattern Classification. 417-429
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Qingyao Wu, Yunming Ye, Haijun Zhang, Tommy W. S. Chow, Shen-Shyang Ho:
ML-TREE: A Tree-Structure-Based Approach to Multilabel Learning. 430-443
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Kai Zhang, Liang Lan, James T. Kwok, Slobodan Vucetic, Bahram Parvin:
Scaling Up Graph-Based Semisupervised Learning via Prototype Vector Machines. 444-457
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Hansenclever de F. Bassani, Aluizio F. R. Araujo:
Dimension Selective Self-Organizing Maps With Time-Varying Structure for Subspace and Projected Clustering. 458-471
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Hao Xu, Sarangapani Jagannathan:
Neural Network-Based Finite Horizon Stochastic Optimal Control Design for Nonlinear Networked Control Systems. 472-485
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Qiming Zhao, Hao Xu, Sarangapani Jagannathan:
Neural Network-Based Finite-Horizon Optimal Control of Uncertain Affine Nonlinear Discrete-Time Systems. 486-499
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Clive Cheong Took, Scott C. Douglas, Danilo P. Mandic:
Maintaining the Integrity of Sources in Complex Learning Systems: Intraference and the Correlation Preserving Transform. 500-509
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Jiahu Qin, Huijun Gao, Wei Xing Zheng:
Exponential Synchronization of Complex Networks of Linear Systems and Nonlinear Oscillators: A Unified Analysis. 510-521
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Harold Soh, Yiannis Demiris:
Spatio-Temporal Learning With the Online Finite and Infinite Echo-State Gaussian Processes. 522-536
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Girish Chowdhary, Hassan A. Kingravi, Jonathan P. How, Patricio A. Vela:
Bayesian Nonparametric Adaptive Control Using Gaussian Processes. 537-550
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Yunwen Lei, Lixin Ding, Wensheng Zhang:
Generalization Performance of Radial Basis Function Networks. 551-564
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Huaqing Li, Xiaofeng Liao, Tingwen Huang, Wei Zhu, Yanbing Liu:
Second-Order Global Consensus in Multiagent Networks With Random Directional Link Failure. 565-575
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Xuemei Ding, Yuhua Li, Ammar Belatreche, Liam P. Maguire:
Novelty Detection Using Level Set Methods. 576-588
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Achilles Theodorakopoulos, George A. Rovithakis:
A Simplified Adaptive Neural Network Prescribed Performance Controller for Uncertain MIMO Feedback Linearizable Systems. 589-600
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Kan Xie, Zhaoshui He, Andrzej Cichocki:
Convergence Analysis of the FOCUSS Algorithm. 601-613
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Zhen Ni, Haibo He, Dongbin Zhao, Xin Xu, Danil V. Prokhorov:
GrDHP: A General Utility Function Representation for Dual Heuristic Dynamic Programming. 614-627
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Jie Xu, Yuan Yan Tang, Bin Zou, Zongben Xu, Luoqing Li, Yang Lu:
The Generalization Ability of Online SVM Classification Based on Markov Sampling. 628-639
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Jinpeng Yu, Peng Shi, Wenjie Dong, Bing Chen, Chong Lin:
Neural Network-Based Adaptive Dynamic Surface Control for Permanent Magnet Synchronous Motors. 640-645
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Nuri Denizcan Vanli, Suleyman Serdar Kozat:
A Unified Approach to Universal Prediction: Generalized Upper and Lower Bounds. 646-651

Volume 26, Number 4, April 2015

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Yi-Fei Pu, Jiliu Zhou, Yi Zhang, Ni Zhang, Guo Huang, Patrick Siarry:
Fractional Extreme Value Adaptive Training Method: Fractional Steepest Descent Approach. 653-662
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Yili Xia, Cyrus Jahanchahi, Danilo P. Mandic:
Quaternion-Valued Echo State Networks. 663-673
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Zhiquan Qi, Yingjie Tian, Yong Shi:
Successive Overrelaxation for Laplacian Support Vector Machine. 674-683
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Biao Luo, Huai-Ning Wu, Han-Xiong Li:
Adaptive Optimal Control of Highly Dissipative Nonlinear Spatially Distributed Processes With Neuro-Dynamic Programming. 684-696
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Huseyin A. Inan, Alper T. Erdogan:
Convolutive Bounded Component Analysis Algorithms for Independent and Dependent Source Separation. 697-708
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Yalda Mohsenzadeh, Hamid Sheikhzadeh:
Gaussian Kernel Width Optimization for Sparse Bayesian Learning. 709-719
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Siamak Mehrkanoon, Carlos Alzate, Raghvendra Mall, Rocco Langone, Johan A. K. Suykens:
Multiclass Semisupervised Learning Based Upon Kernel Spectral Clustering. 720-733
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Wu-Hua Chen, Xiaomei Lu, Wei Xing Zheng:
Impulsive Stabilization and Impulsive Synchronization of Discrete-Time Delayed Neural Networks. 734-748
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Jean Chamberlain Chedjou, Kyandoghere Kyamakya:
A Universal Concept Based on Cellular Neural Networks for Ultrafast and Flexible Solving of Differential Equations. 749-762
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Eric Aislan Antonelo, Benjamin Schrauwen:
On Learning Navigation Behaviors for Small Mobile Robots With Reservoir Computing Architectures. 763-780
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Can Wang, Xiangjun Dong, Fei Zhou, Longbing Cao, Chi-Hung Chi:
Coupled Attribute Similarity Learning on Categorical Data. 781-797
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Lu Xu, Tommy W. S. Chow, Eden W. M. Ma:
Topology-Based Clustering Using Polar Self-Organizing Map. 798-808
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Deyuan Meng, Yingmin Jia, Junping Du:
Robust Consensus Tracking Control for Multiagent Systems With Initial State Shifts, Disturbances, and Switching Topologies. 809-824
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Qian Zhao, Deyu Meng, Zongben Xu, Wangmeng Zuo, Yan Yan:
L₁-Norm Low-Rank Matrix Factorization by Variational Bayesian Method. 825-839
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Zheng Yan, Jun Wang:
Nonlinear Model Predictive Control Based on Collective Neurodynamic Optimization. 840-850
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Ruizhuo Song, Frank L. Lewis, Qinglai Wei, Huaguang Zhang, Zhong-Ping Jiang, Daniel S. Levine:
Multiple Actor-Critic Structures for Continuous-Time Optimal Control Using Input-Output Data. 851-865
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Qinglai Wei, Derong Liu, Xiong Yang:
Infinite Horizon Self-Learning Optimal Control of Nonaffine Discrete-Time Nonlinear Systems. 866-879
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Gregory Ditzler, Robi Polikar, Gail Rosen:
A Bootstrap Based Neyman-Pearson Test for Identifying Variable Importance. 880-886

Volume 26, Number 5, May 2015

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Teck-Hou Teng, Ah-Hwee Tan, Jacek M. Zurada:
Self-Organizing Neural Networks Integrating Domain Knowledge and Reinforcement Learning. 889-902
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Jianming Lian, Jianghai Hu, Stanislaw H. Zak:
Variable Neural Adaptive Robust Control: A Switched System Approach. 903-915
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Jae Young Lee, Jin Bae Park, Yoon Ho Choi:
Integral Reinforcement Learning for Continuous-Time Input-Affine Nonlinear Systems With Simultaneous Invariant Explorations. 916-932
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Shing Chiang Tan, Junzo Watada, Zuwairie Ibrahim, Marzuki Khalid:
Evolutionary Fuzzy ARTMAP Neural Networks for Classification of Semiconductor Defects. 933-950
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Dimitrios Bouzas, Nikolaos Arvanitopoulos, Anastasios Tefas:
Graph Embedded Nonparametric Mutual Information for Supervised Dimensionality Reduction. 951-963
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  - journals/tnn/CrucesD15
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Sergio Cruces, Iván Durán-Díaz:
The Minimum Risk Principle That Underlies the Criteria of Bounded Component Analysis. 964-981
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Franck Dufrenois:
A One-Class Kernel Fisher Criterion for Outlier Detection. 982-994
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Marco Loog, Are Charles Jensen:
Semi-Supervised Nearest Mean Classification Through a Constrained Log-Likelihood. 995-1006
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Yan-Jun Liu, Li Tang, Shaocheng Tong, C. L. Philip Chen:
Adaptive NN Controller Design for a Class of Nonlinear MIMO Discrete-Time Systems. 1007-1018
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Ling Shao, Fan Zhu, Xuelong Li:
Transfer Learning for Visual Categorization: A Survey. 1019-1034
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Toshihiko Shimizu, Ryo Saegusa, Shuhei Ikemoto, Hiroshi Ishiguro, Giorgio Metta:
Robust Sensorimotor Representation to Physical Interaction Changes in Humanoid Motion Learning. 1035-1047
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Leszek Rutkowski, Maciej Jaworski, Lena Pietruczuk, Piotr Duda:
A New Method for Data Stream Mining Based on the Misclassification Error. 1048-1059
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Xiao Liu, Dacheng Tao, Mingli Song, Luming Zhang, Jiajun Bu, Chun Chen:
Learning to Track Multiple Targets. 1060-1073
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Wenchao Meng, Qinmin Yang, Youxian Sun:
Adaptive Neural Control of Nonlinear MIMO Systems With Time-Varying Output Constraints. 1074-1085
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Raghvendra Mall, Johan A. K. Suykens:
Very Sparse LSSVM Reductions for Large-Scale Data. 1086-1097
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Luis Weruaga, Javier Vía:
Sparse Multivariate Gaussian Mixture Regression. 1098-1108
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Atsushi Miyamoto, Kazuho Watanabe, Kazushi Ikeda, Masa-aki Sato:
Variational Inference With ARD Prior for NIRS Diffuse Optical Tomography. 1109-1114
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Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti:
An Efficient Topological Distance-Based Tree Kernel. 1115-1120

Volume 26, Number 6, June 2015

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Pierre-Francois Marteau, Sylvie Gibet:
On Recursive Edit Distance Kernels With Application to Time Series Classification. 1121-1133
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Qi Mao, Ivor W. Tsang, Shenghua Gao, Li Wang:
Generalized Multiple Kernel Learning With Data-Dependent Priors. 1134-1148
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Sitian Qin, Xiaoping Xue:
A Two-Layer Recurrent Neural Network for Nonsmooth Convex Optimization Problems. 1149-1160
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Ning Wang, Meng Joo Er, Min Han:
Generalized Single-Hidden Layer Feedforward Networks for Regression Problems. 1161-1176
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Chao Chen, Xuefeng Yan:
Optimization of a Multilayer Neural Network by Using Minimal Redundancy Maximal Relevance-Partial Mutual Information Clustering With Least Square Regression. 1177-1187
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Tieshan Li, Zifu Li, Dan Wang, C. L. Philip Chen:
Output-Feedback Adaptive Neural Control for Stochastic Nonlinear Time-Varying Delay Systems With Unknown Control Directions. 1188-1201
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Shukai Duan, Xiaofang Hu, Zhekang Dong, Lidan Wang, Pinaki Mazumder:
Memristor-Based Cellular Nonlinear/Neural Network: Design, Analysis, and Applications. 1202-1213
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Changchun Hua, Chao Ge, Xin-Ping Guan:
Synchronization of Chaotic Lur'e Systems With Time Delays Using Sampled-Data Control. 1214-1221
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Yanhui Xiao, Zhenfeng Zhu, Yao Zhao, Yunchao Wei, Shikui Wei:
Kernel Reconstruction ICA for Sparse Representation. 1222-1232
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Jing Liu, Yu Jiang, Zechao Li, Zhi-Hua Zhou, Hanqing Lu:
Partially Shared Latent Factor Learning With Multiview Data. 1233-1246
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Min Wang, Cong Wang:
Learning From Adaptive Neural Dynamic Surface Control of Strict-Feedback Systems. 1247-1259
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  - journals/tnn/BouboulisTME15
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Pantelis Bouboulis, Sergios Theodoridis, Charalampos Mavroforakis, Leoni Evaggelatou-Dalla:
Complex Support Vector Machines for Regression and Quaternary Classification. 1260-1274
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Weilong Hou, Xinbo Gao, Dacheng Tao, Xuelong Li:
Blind Image Quality Assessment via Deep Learning. 1275-1286
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Chenping Hou, Feiping Nie, Dongyun Yi, Dacheng Tao:
Discriminative Embedded Clustering: A Framework for Grouping High-Dimensional Data. 1287-1299
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Zhenyuan Guo, Shaofu Yang, Jun Wang:
Global Exponential Synchronization of Multiple Memristive Neural Networks With Time Delay via Nonlinear Coupling. 1300-1311
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Honggui Han, Wendong Zhou, Junfei Qiao, Gang Feng:
A Direct Self-Constructing Neural Controller Design for a Class of Nonlinear Systems. 1312-1322
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Derong Liu, Hongliang Li, Ding Wang:
Error Bounds of Adaptive Dynamic Programming Algorithms for Solving Undiscounted Optimal Control Problems. 1323-1334
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He Huang, Tingwen Huang, Xiaoping Chen:
Further Result on Guaranteed H_∞ Performance State Estimation of Delayed Static Neural Networks. 1335-1341
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Deming Yuan, Daniel W. C. Ho:
Randomized Gradient-Free Method for Multiagent Optimization Over Time-Varying Networks. 1342-1347

Volume 26, Number 7, July 2015

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Lijun Long, Jun Zhao:
Adaptive Output-Feedback Neural Control of Switched Uncertain Nonlinear Systems With Average Dwell Time. 1350-1362
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Chengan Guo, Qingshan Yang:
A Neurodynamic Optimization Method for Recovery of Compressive Sensed Signals With Globally Converged Solution Approximating to l₀ Minimization. 1363-1374
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Djamel Bouchaffra:
Nonlinear Topological Component Analysis: Application to Age-Invariant Face Recognition. 1375-1387
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Yun Li, Jennie Si, Guojing Zhou, Shasha Huang, Songcan Chen:
FREL: A Stable Feature Selection Algorithm. 1388-1402
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Bin Gu, Victor S. Sheng, KengYeow Tay, Walter Romano, Shuo Li:
Incremental Support Vector Learning for Ordinal Regression. 1403-1416
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Sheng Yuong Wong, Keem Siah Yap, Hwa Jen Yap, Shing Chiang Tan, Siow Wee Chang:
On Equivalence of FIS and ELM for Interpretable Rule-Based Knowledge Representation. 1417-1430
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Guodong Zhang, Yi Shen:
Exponential Stabilization of Memristor-based Chaotic Neural Networks with Time-Varying Delays via Intermittent Control. 1431-1441
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Chin-Teng Lin, Nikhil R. Pal, Shang-Lin Wu, Yu-Ting Liu, Yang-Yin Lin:
An Interval Type-2 Neural Fuzzy System for Online System Identification and Feature Elimination. 1442-1455
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Huai-Ning Wu, Mao-Mao Li, Lei Guo:
Finite-Horizon Approximate Optimal Guaranteed Cost Control of Uncertain Nonlinear Systems With Application to Mars Entry Guidance. 1456-1467
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Cong Li, Michael Georgiopoulos, Georgios C. Anagnostopoulos:
Multitask Classification Hypothesis Space With Improved Generalization Bounds. 1468-1479
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Baoyong Zhang, James Lam, Shengyuan Xu:
Stability Analysis of Distributed Delay Neural Networks Based on Relaxed Lyapunov-Krasovskii Functionals. 1480-1492
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Shiping Wen, Zhigang Zeng, Tingwen Huang, Qinggang Meng, Wei Yao:
Lag Synchronization of Switched Neural Networks via Neural Activation Function and Applications in Image Encryption. 1493-1502
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Qin Zhang:
Dynamic Uncertain Causality Graph for Knowledge Representation and Probabilistic Reasoning: Directed Cyclic Graph and Joint Probability Distribution. 1503-1517
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Aleksandr Y. Aravkin, Bradley M. Bell, James V. Burke, Gianluigi Pillonetto:
The Connection Between Bayesian Estimation of a Gaussian Random Field and RKHS. 1518-1524
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Long Jin, Yunong Zhang:
Discrete-Time Zhang Neural Network for Online Time-Varying Nonlinear Optimization With Application to Manipulator Motion Generation. 1525-1531
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Jianjun Ma, Shuzhi Sam Ge, Zhiqiang Zheng, Dewen Hu:
Adaptive NN Control of a Class of Nonlinear Systems With Asymmetric Saturation Actuators. 1532-1538
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Rosangela Follmann,