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广泛的学习系统:无需深度架构的有效高效的增量学习系统
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JANUARY 2018
VOLUME 29
NUMBER 1
ITNNEP
(ISSN 2162-237X)
REGULAR PAPERS
Editorial: Growth and Success—Looking Forward to 2018 and Beyond ............................................. H. He 2
Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep
Architecture .......................................................................................... C. L. P. Chen and Z. Liu
10
Hair Segmentation Using Heuristically-Trained Neural Networks ................................. W. Guo and P. Aarabi 25
Event-Based Robust Control for Uncertain Nonlinear Systems Using Adaptive Dynamic Programming ................
............................................................................................... Q. Zhang, D. Zhao, and D. Wang
37
An Efficient Representation-Based Method for Boundary Point and Outlier Detection ......... X.Li,J.Lv,andZ.Yi 51
Development of Quantum Local Potential Function Networks Based on Quantum Assimilation and Subspace
Division ............................................................................................ Y. Cui, J. Shi, and Z. Wang
63
A Bi-Criteria Active Learning Algorithm for Dynamic Data Streams ........................................................
.................................................................... S. Mohamad, A. Bouchachia, and M. Sayed-Mouchaweh
74
In Defense of Locality-Sensitive Hashing ............................... K. Ding, C. Huo, B. Fan, S. Xiang, and C. Pan 87
An Adaptive-PSO-Based Self-Organizing RBF Neural Network ........... H.-G. Han, W. Lu, Y. Hou, and J.-F. Qiao 104
Nonfragile Exponential Synchronization of Delayed Complex Dynamical Networks With Memory Sampled-Data
Control ........................................................................ Y. Liu, B.-Z. Guo, J. H. Park, and S.-M. Lee
118
Decorrelation of Neutral Vector Variables: Theory and Applications .........................................................
............................................................... Z. Ma, J.-H. Xue, A. Leijon, Z.-H. Tan, Z. Yang, and J. Guo
129
Neural-Network-Based Adaptive Decentralized Fault-Tolerant Control for a Class of Interconnected Nonlinear
Systems ................................................................................................ X.-J. Li and G.-H. Yang
144
Distinct Variation Pattern Discovery Using Alternating Nonlinear Principal Component Analysis .......................
....................................................................................... P. Howard, D. W. Apley, and G. Runger
156
Online Optimization With Costly and Noisy Measurements Using Random Fourier Expansions .........................
.............................................................. L. Bliek, H. R. G. W. Verstraete, M. Verhaegen, and S. Wahls
167
Face Alignment With Deep Regression ................................................ B. Shi, X. Bai, W. Liu, and J. Wang 183
Synchronization of an Inertial Neural Network With Time-Varying Delays and Its Application to Secure
Communication .....................................................................................................................
.................. S. Lakshmanan, M. Prakash, C. P. Lim, R. Rakkiyappan, P. Balasubramaniam, and S. Nahavandi
195
Robust Neuro-Optimal Control of Underactuated Snake Robots With Experience Replay ................................
..................................................................................... Z. Cao, Q. Xiao, R. Huang, and M. Zhou
208
(Contents Continued on Page 1)
(Contents Continued from Front Cover)
BRIEF PAPERS
Connections Between Nuclear-Norm and Frobenius-Norm-Based Representations .........................................
............................................................................................. X. Peng, C. Lu, Z. Yi, and H. Tang
218
On Global Dissipativity of Nonautonomous Neural Networks With Multiple Proportional Delays .......................
............................................................................................. L. V. Hien, D. T. Son, and H. Trinh
225
Adaptive Iterative Learning Control for Linear Systems With Binary-Valued Observations ........ X. Bu and Z. Hou 232
Laplacian Echo State Network for Multivariate Time Series Prediction .............................. M. Han and M. Xu 238
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