IEEE Transactions on Neural Networks and Learning Systems, Volume 33, Issue 10, October 2022

 1) A Survey of Deep Learning on CPUs: Opportunities and Co-Optimizations

Author(s): Sparsh Mittal, Poonam Rajput, Sreenivas Subramoney

Pages: 5095 - 5115

2) Hash Bit Selection via Collaborative Neurodynamic Optimization With Discrete Hopfield Networks

Author(s): Xinqi Li, Jun Wang, Sam Kwong

Pages: 5116 - 5124

3) Neural Time-Aware Sequential Recommendation by Jointly Modeling Preference Dynamics and Explicit Feature Couplings

Author(s): Qi Zhang, Longbing Cao, Chongyang Shi, Zhendong Niu

Pages: 5125 - 5137

4) Two-Stage Bayesian Optimization for Scalable Inference in State-Space Models

Author(s): Mahdi Imani, Seyede Fatemeh Ghoreishi

Pages: 5138 - 5149

5) Multigraph Transformer for Free-Hand Sketch Recognition

Author(s): Peng Xu, Chaitanya K. Joshi, Xavier Bresson

Pages: 5150 - 5161

6) Supervised Learning for Nonsequential Data: A Canonical Polyadic Decomposition Approach

Author(s): Alexandros Haliassos, Kriton Konstantinidis, Danilo P. Mandic

Pages: 5162 - 5176

7) Multiview Subspace Clustering via Co-Training Robust Data Representation

Author(s): Jiyuan Liu, Xinwang Liu, Yuexiang Yang, Xifeng Guo, Marius Kloft, Liangzhong He

Pages: 5177 - 5189

8) Training-Free Deep Generative Networks for Compressed Sensing of Neural Action Potentials

Author(s): Biao Sun, Chaoxu Mu, Zexu Wu, Xinshan Zhu

Pages: 5190 - 5199

9) Effective Collaborative Representation Learning for Multilabel Text Categorization

Author(s): Hao Wu, Shaowei Qin, Rencan Nie, Jinde Cao, Sergey Gorbachev

Pages: 5200 - 5214

10) Spike-Timing-Dependent Plasticity With Activation-Dependent Scaling for Receptive Fields Development

Author(s): Marcin Białas, Jacek Mańdziuk

Pages: 5215 - 5228

11) Reinforcement Learning-Based Cooperative Optimal Output Regulation via Distributed Adaptive Internal Model

Author(s): Weinan Gao, Mohammed Mynuddin, Donald C. Wunsch, Zhong-Ping Jiang

Pages: 5229 - 5240

12) Event-Triggered Adaptive Neural Network Sensor Failure Compensation for Switched Interconnected Nonlinear Systems With Unknown Control Coefficients

Author(s): Jing Zhang, Zhengrong Xiang

Pages: 5241 - 5252

13) General Bitwidth Assignment for Efficient Deep Convolutional Neural Network Quantization

Author(s): Wen Fei, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong

Pages: 5253-5267

14) Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach

Author(s): Rongqiang Tang, Housheng Su, Yi Zou, Xinsong Yang

Pages: 5268 - 5278

15) EDropout: Energy-Based Dropout and Pruning of Deep Neural Networks

Author(s): Hojjat Salehinejad, Shahrokh Valaee

Pages: 5279 - 5292

16) Multi-Source Contribution Learning for Domain Adaptation

Author(s): Keqiuyin Li, Jie Lu, Hua Zuo, Guangquan Zhang

Pages: 5293 - 5307

17) Prototype-Based Multisource Domain Adaptation

Author(s): Lihua Zhou, Mao Ye, Dan Zhang, Ce Zhu, Luping Ji

Pages: 5308 - 5320

18) Uniform Stability of Complex-Valued Neural Networks of Fractional Order With Linear Impulses and Fixed Time Delays

Author(s): Hui Li, Yonggui Kao, Haibo Bao, Yangquan Chen

Pages: 5321 - 5331

19) Discriminative Multi-View Dynamic Image Fusion for Cross-View 3-D Action Recognition

Author(s): Yancheng Wang, Yang Xiao, Junyi Lu, Bo Tan, Zhiguo Cao, Zhenjun Zhang, Joey Tianyi Zhou

Pages: 5332 - 5345

20) Face Sketch Synthesis Using Regularized Broad Learning System

Author(s): Ping Li, Bin Sheng, C. L. Philip Chen

Pages: 5346 - 5360

21) Hierarchical Multiagent Reinforcement Learning for Allocating Guaranteed Display Ads

Author(s): Lu Wang, Lei Han, Xinru Chen, Chengchang Li, Junzhou Huang, Weinan Zhang, Wei Zhang, Xiaofeng He, Dijun Luo

Pages: 5361 - 5373

22) Multiagent Meta-Reinforcement Learning for Adaptive Multipath Routing Optimization

Author(s): Long Chen, Bin Hu, Zhi-Hong Guan, Lian Zhao, Xuemin Shen

Pages: 5374 - 5386

23) Nonblind Image Deblurring via Deep Learning in Complex Field

Author(s): Yuhui Quan, Peikang Lin, Yong Xu, Yuesong Nan, Hui Ji

Pages: 5387 - 5400

24) Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition

Author(s): Guangrun Wang, Liang Lin, Rongcong Chen, Guangcong Wang, Jiqi Zhang

Pages: 5401 - 5415

25) Adaptive NN Finite-Time Resilient Control for Nonlinear Time-Delay Systems With Unknown False Data Injection and Actuator Faults

Author(s): Shuai Song, Ju H. Park, Baoyong Zhang, Xiaona Song

Pages: 5416 - 5428

26) Deep Learning-Based 2-D Frequency Estimation of Multiple Sinusoidals

Author(s): Pingping Pan, Yunjian Zhang, Zhenmiao Deng, Wei Qi

Pages: 5429 - 5440

27) Simultaneous State and Unknown Input Estimation for Complex Networks With Redundant Channels Under Dynamic Event-Triggered Mechanisms

Author(s): Qi Li, Zidong Wang, Jun Hu, Weiguo Sheng

Pages: 5441 - 5451

28) Continuation Multiple Instance Learning for Weakly and Fully Supervised Object Detection

Author(s): Qixiang Ye, Fang Wan, Chang Liu, Qingming Huang, Xiangyang Ji

Pages: 5452 - 5466

29) A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems

Author(s): Maolong Lv, Wenwu Yu, Jinde Cao, Simone Baldi

Pages: 5467 - 5479

30) Degradation Alignment in Remaining Useful Life Prediction Using Deep Cycle-Consistent Learning

Author(s): Xiang Li, Wei Zhang, Hui Ma, Zhong Luo, Xu Li

Pages: 5480 - 5491

31) Adaptive Observation-Based Efficient Reinforcement Learning for Uncertain Systems

Author(s): Maopeng Ran, Lihua Xie

Pages: 5492 - 5503

32) Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic

Author(s): Chao Deng, Xiao-Zheng Jin, Wei-Wei Che, Hai Wang

Pages: 5504 - 5513

33) A High-Efficient Hybrid Physics-Informed Neural Networks Based on Convolutional Neural Network

Author(s): Zhiwei Fang

Pages: 5514 - 5526

34) Design and Analysis of Data-Driven Learning Control: An Optimization-Based Approach

Author(s): Deyuan Meng, Jingyao Zhang

Pages: 5527 - 5541

35) Improved Results on Fixed-/Preassigned-Time Synchronization for Memristive Complex-Valued Neural Networks

Author(s): Qintao Gan, Liangchen Li, Jing Yang, Yan Qin, Mingqiang Meng

Pages: 5542 - 5556

36) Multipixel Anomaly Detection With Unknown Patterns for Hyperspectral Imagery

Author(s): Jun Liu, Zengfu Hou, Wei Li, Ran Tao, Danilo Orlando, Hongbin Li

Pages: 5557 - 5567

37) A Novel Formulation of Trace Ratio Linear Discriminant Analysis

Author(s): Jingyu Wang, Lin Wang, Feiping Nie, Xuelong Li

Pages: 5568 - 5578

38) Consensus-Based Cooperative Algorithms for Training Over Distributed Data Sets Using Stochastic Gradients

Author(s): Zhongguo Li, Bo Liu, Zhengtao Ding

Pages: 5579 - 5589

39) Maximum A Posteriori Approximation of Hidden Markov Models for Proportional Sequential Data Modeling With Simultaneous Feature Selection

Author(s): Samr Ali, Nizar Bouguila

Pages: 5590 - 5601

40) Large-Scale Multiagent System Tracking Control Using Mean Field Games

Author(s): Zejian Zhou, Hao Xu

Pages: 5602 - 5610

41) Heterogeneous Face Interpretable Disentangled Representation for Joint Face Recognition and Synthesis

Author(s): Decheng Liu, Xinbo Gao, Chunlei Peng, Nannan Wang, Jie Li

Pages: 5611 - 5625

42) Class-Imbalanced Deep Learning via a Class-Balanced Ensemble

Author(s): Zhi Chen, Jiang Duan, Li Kang, Guoping Qiu

Pages: 5626 - 5640

43) Domain Adaptation Preconceived Hashing for Unconstrained Visual Retrieval

Author(s): Fuxiang Huang, Lei Zhang, Xinbo Gao

Pages: 5641 - 5655

44) Unified Analysis on the Global Dissipativity and Stability of Fractional-Order Multidimension-Valued Memristive Neural Networks With Time Delay

Author(s): Jianying Xiao, Shouming Zhong, Shiping Wen

Pages: 5656 - 5665

45) Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement

Author(s): Long Ma, Risheng Liu, Jiaao Zhang, Xin Fan, Zhongxuan Luo

Pages: 5666 - 5680

46) A Decoder-Free Variational Deep Embedding for Unsupervised Clustering

Author(s): Qiang Ji, Yanfeng Sun, Junbin Gao, Yongli Hu, Baocai Yin

Pages: 5681 - 5693

47) Data-Driven Designs of Fault Detection Systems via Neural Network-Aided Learning

Author(s): Hongtian Chen, Zheng Chai, Oguzhan Dogru, Bin Jiang, Biao Huang

Pages: 5694 - 5705

48) Prediction With Unpredictable Feature Evolution

Author(s): Bo-Jian Hou, Lijun Zhang, Zhi-Hua Zhou

Pages: 5706 - 5715

49) Spherical Formation Tracking Control of Nonlinear Second-Order Agents With Adaptive Neural Flow Estimate

Author(s): Yang-Yang Chen, Rong Huang, Yanteng Ge, Ya Zhang

Pages: 5716 - 5727

50) Learning Gaussian–Bernoulli RBMs Using Difference of Convex Functions Optimization

Author(s): Vidyadhar Upadhya, P. S. Sastry

Pages: 5728 - 5738

51) Knowledge-Based Prediction of Network Controllability Robustness

Author(s): Yang Lou, Yaodong He, Lin Wang, Kim Fung Tsang, Guanrong Chen

Pages: 5739 - 5750

52) Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing

Author(s): Kejie Xu, Hong Huang, Peifang Deng, Yuan Li

Pages: 5751 - 5765

53) On the Rates of Convergence From Surrogate Risk Minimizers to the Bayes Optimal Classifier

Author(s): Jingwei Zhang, Tongliang Liu, Dacheng Tao

Pages: 5766 - 5774

54) An L1-and-L2-Norm-Oriented Latent Factor Model for Recommender Systems

Author(s): Di Wu, Mingsheng Shang, Xin Luo, Zidong Wang

Pages: 5775 - 5788

55) Deep Mixture Generative Autoencoders

Author(s): Fei Ye, Adrian G. Bors

Pages: 5789 - 5803

56) Stability and Synchronization of Nonautonomous Reaction–Diffusion Neural Networks With General Time-Varying Delays

Author(s): Hao Zhang, Zhigang Zeng

Pages: 5804 - 5817

57) Weakly Supervised Domain Adaptation for Aspect Extraction via Multilevel Interaction Transfer

Author(s): Tao Liang, Wenya Wang, Fengmao Lv

Pages: 5818 - 5829

58) Decentralized Event-Driven Constrained Control Using Adaptive Critic Designs

Author(s): Xiong Yang, Yuanheng Zhu, Na Dong, Qinglai Wei

Pages: 5830 - 5844

59) Whitening-Net: A Generalized Network to Diagnose the Faults Among Different Machines and Conditions

Author(s): Jie Li, Yu Wang, Yanyang Zi, Zhijie Zhang

Pages: 5845 - 5858

60) Adaptive Data Structure Regularized Multiclass Discriminative Feature Selection

Author(s): Mingyu Fan, Xiaoqin Zhang, Jie Hu, Nannan Gu, Dacheng Tao

Pages: 5859 - 5872

61) Reinforcement Learning Control of Robotic Knee With Human-in-the-Loop by Flexible Policy Iteration

Author(s): Xiang Gao, Jennie Si, Yue Wen, Minhan Li, He Huang

Pages: 5873 - 5887

62) Explicit Metric-Based Multiconcept Multi-Instance Learning With Triplet and Superbag

Author(s): Ziqiu Chi, Zhe Wang, Wenli Du

Pages: 5888 - 5897

63) Learning With Label Proportions by Incorporating Unmarked Data

Author(s): Jing Chai, Ivor W. Tsang

Pages: 5898 - 5912

64) Graph-Based Bayesian Optimization for Large-Scale Objective-Based Experimental Design

Author(s): Mahdi Imani, Seyede Fatemeh Ghoreishi

Pages: 5913 - 5925

65) Neuro-Evolutionary Direct Policy Search for Multiobjective Optimal Control

Author(s): Marta Zaniolo, Matteo Giuliani, Andrea Castelletti

Pages: 5926 - 5938

66) Temporal Coding in Spiking Neural Networks With Alpha Synaptic Function: Learning With Backpropagation

Author(s): Iulia-Maria Comşa, Krzysztof Potempa, Luca Versari, Thomas Fischbacher, Andrea Gesmundo, Jyrki Alakuijala

Pages: 5939 - 5952

67) Noise Robust Face Hallucination Based on Smooth Correntropy Representation

Author(s): Licheng Liu, Qiying Feng, C. L. Philip Chen, Yaonan Wang

Pages: 5953 - 5965

68) Memory-Efficient Class-Incremental Learning for Image Classification

Author(s): Hanbin Zhao, Hui Wang, Yongjian Fu, Fei Wu;

Xi Li

Pages: 5966 - 5977

69) IVS-Caffe—Hardware-Oriented Neural Network Model Development

Author(s): Chia-Chi Tsai, Jiun-In Guo

Pages: 5978 - 5992

70) Inferring Effective Connectivity Networks From fMRI Time Series With a Temporal Entropy-Score

Author(s): Jinduo Liu, Junzhong Ji, Guangxu Xun, Aidong Zhang

Pages: 5993 - 6006

71) Synchronization of Chaotic Neural Networks: Average-Delay Impulsive Control

Author(s): Bangxin Jiang, Jungang Lou, Jianquan Lu, Kaibo Shi

Pages: 6007 - 6012

72) Fully Decoupled Neural Network Learning Using Delayed Gradients

Author(s): Huiping Zhuang, Yi Wang, Qinglai Liu, Zhiping Lin

Pages: 6013 - 6020

73) Neural Embedding Singular Value Decomposition for Collaborative Filtering

Author(s): Tianlin Huang, Rujie Zhao, Lvqing Bi, Defu Zhang, Chao Lu

Pages: 6021 - 6029

74) Event-Triggered Adaptive Control of Uncertain Nonlinear Systems With Composite Condition

Author(s): Xinglan Liu, Bin Xu, Yingxin Shou, Quan-Yong Fan, Yingxue Chen

Pages: 6030 - 6037

75) Fast Rates of Gaussian Empirical Gain Maximization With Heavy-Tailed Noise

Author(s): Shouyou Huang, Yunlong Feng, Qiang Wu

Pages: 6038 - 6043