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IEEE Transactions on Neural Networks and Learning Systems, Volume 32
Volume 32, Number 1, January 2021
- Haibo He:
Editorial: Staying Healthy and Strong Together. 2-3 - Zonghan Wu, Shirui Pan, Fengwen Chen, Guodong Long, Chengqi Zhang, Philip S. Yu:
A Comprehensive Survey on Graph Neural Networks. 4-24 - Hanting Chen, Yunhe Wang, Chang Xu, Chao Xu, Dacheng Tao:
Learning Student Networks via Feature Embedding. 25-35 - Hangjun Che, Jun Wang:
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization. 36-48 - Min Yang, Weiyi Huang, Wenting Tu, Qiang Qu, Ying Shen, Kai Lei:
Multitask Learning and Reinforcement Learning for Personalized Dialog Generation: An Empirical Study. 49-62 - Lanfan Jiang, Wenxing Zhu:
Iterative Weighted Group Thresholding Method for Group Sparse Recovery. 63-76 - Hao Xue, Du Q. Huynh, Mark Reynolds:
PoPPL: Pedestrian Trajectory Prediction by LSTM With Automatic Route Class Clustering. 77-90 - Xiong Yang, Qinglai Wei:
Adaptive Critic Learning for Constrained Optimal Event-Triggered Control With Discounted Cost. 91-104 - Zhenyuan Guo, Shiqin Wang, Jun Wang:
Global Exponential Synchronization of Coupled Delayed Memristive Neural Networks With Reaction-Diffusion Terms via Distributed Pinning Controls. 105-116 - Yuanyuan Gao, Yuxin Wen, Jianguo Wu:
A Neural Network-Based Joint Prognostic Model for Data Fusion and Remaining Useful Life Prediction. 117-127 - Ziv Katzir, Yuval Elovici:
Gradients Cannot Be Tamed: Behind the Impossible Paradox of Blocking Targeted Adversarial Attacks. 128-138 - Gan Sun, Yang Cong, Yulun Zhang, Guoshuai Zhao, Yun Fu:
Continual Multiview Task Learning via Deep Matrix Factorization. 139-150 - Manman Yuan, Weiping Wang, Zhen Wang, Xiong Luo, Jürgen Kurths:
Exponential Synchronization of Delayed Memristor-Based Uncertain Complex-Valued Neural Networks for Image Protection. 151-165 - Linhai Xie, Yishu Miao, Sen Wang, Phil Blunsom, Zhihua Wang, Changhao Chen, Andrew Markham, Niki Trigoni:
Learning With Stochastic Guidance for Robot Navigation. 166-176 - Fanghai Zhang, Zhigang Zeng:
Multistability of Fractional-Order Neural Networks With Unbounded Time-Varying Delays. 177-187 - Wei Pu, Xiaodong Wang, Junjie Wu, Yulin Huang, Jianyu Yang:
Video SAR Imaging Based on Low-Rank Tensor Recovery. 188-202 - Gang Wang, Yufei Chen:
SCM: Spatially Coherent Matching With Gaussian Field Learning for Nonrigid Point Set Registration. 203-213 - Qingyan Duan, Lei Zhang:
Look More Into Occlusion: Realistic Face Frontalization and Recognition With BoostGAN. 214-228 - Peng Liu, Jun Wang, Zhenyuan Guo:
Multiple and Complete Stability of Recurrent Neural Networks With Sinusoidal Activation Function. 229-240 - Chi Huang, Jianquan Lu, Guisheng Zhai, Jinde Cao, Guoping Lu, Matjaz Perc:
Stability and Stabilization in Probability of Probabilistic Boolean Networks. 241-251 - Yong-Goo Shin, Min-Cheol Sagong, Yoon-Jae Yeo, Seung-Wook Kim, Sung-Jea Ko:
PEPSI++: Fast and Lightweight Network for Image Inpainting. 252-265 - Qing Tian, Meng Cao, Songcan Chen, Hujun Yin:
Structure-Exploiting Discriminative Ordinal Multioutput Regression. 266-280 - Fengzhen Tang, Mengling Fan, Peter Tiño:
Generalized Learning Riemannian Space Quantization: A Case Study on Riemannian Manifold of SPD Matrices. 281-292 - Anjin Liu, Jie Lu, Guangquan Zhang:
Diverse Instance-Weighting Ensemble Based on Region Drift Disagreement for Concept Drift Adaptation. 293-307 - Yongbin Yu, Xiangxiang Wang, Shouming Zhong, Nijing Yang, Tashi Nyima:
Extended Robust Exponential Stability of Fuzzy Switched Memristive Inertial Neural Networks With Time-Varying Delays on Mode-Dependent Destabilizing Impulsive Control Protocol. 308-321 - Zhiqiang Gong, Ping Zhong, Weidong Hu:
Statistical Loss and Analysis for Deep Learning in Hyperspectral Image Classification. 322-333 - Zhenxing Zheng, Gaoyun An, Dapeng Wu, Qiuqi Ruan:
Global and Local Knowledge-Aware Attention Network for Action Recognition. 334-347 - Zhaodong Chen, Lei Deng, Guoqi Li, Jiawei Sun, Xing Hu, Ling Liang, Yufei Ding, Yuan Xie:
Effective and Efficient Batch Normalization Using a Few Uncorrelated Data for Statistics Estimation. 348-362 - Kaixuan Wei, Ying Fu, Hua Huang:
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising. 363-375 - Chenying Liu, Jun Li, Lin He, Antonio Plaza, Shutao Li, Bo Li:
Naive Gabor Networks for Hyperspectral Image Classification. 376-390 - Caoyuan Li, Hong-Bo Xie, Xuhui Fan, Richard Yi Da Xu, Sabine Van Huffel, Kerrie L. Mengersen:
Kernelized Sparse Bayesian Matrix Factorization. 391-404 - Ankush Chakrabarty, Devesh K. Jha, Gregery T. Buzzard, Yebin Wang, Kyriakos G. Vamvoudakis:
Safe Approximate Dynamic Programming via Kernelized Lipschitz Estimation. 405-419 - Maoguo Gong, Jia Liu, A. Kai Qin, Kun Zhao, Kay Chen Tan:
Evolving Deep Neural Networks via Cooperative Coevolution With Backpropagation. 420-434 - Shujian Yu, Kristoffer Wickstrøm, Robert Jenssen, José C. Príncipe:
Understanding Convolutional Neural Networks With Information Theory: An Initial Exploration. 435-442 - Xuelong Li, Rui Zhang, Qi Wang, Hongyuan Zhang:
Autoencoder Constrained Clustering With Adaptive Neighbors. 443-449 - Rui Zhang, Xuelong Li, Tong Wu, Yi Zhao:
Data Clustering via Uncorrelated Ridge Regression. 450-456 - Aleksandr Cariow, Galina Cariowa:
Fast Algorithms for Quaternion-Valued Convolutional Neural Networks. 457-462
Volume 32, Number 2, February 2021
- Vasile Palade, Stefan Wermter, Ariel Ruiz-Garcia, Antônio de Pádua Braga, Clive Cheong Took:
Guest Editorial: Special Issue on Deep Representation and Transfer Learning for Smart and Connected Health. 464-465 - Fan Zhou, Changjian Shui, Mahdieh Abbasi, Louis-Émile Robitaille, Boyu Wang, Christian Gagné:
Task Similarity Estimation Through Adversarial Multitask Neural Network. 466-480 - Yun Gu, Khushi Vyas, Mali Shen, Jie Yang, Guang-Zhong Yang:
Deep Graph-Based Multimodal Feature Embedding for Endomicroscopy Image Retrieval. 481-492 - Chengjin Yu, Zhifan Gao, Weiwei Zhang, Guang Yang, Shu Zhao, Heye Zhang, Yanping Zhang, Shuo Li:
Multitask Learning for Estimating Multitype Cardiac Indices in MRI and CT Based on Adversarial Reverse Mapping. 493-506 - Khan Muhammad, Salman Khan, Javier Del Ser, Victor Hugo C. de Albuquerque:
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey. 507-522 - Xiaomeng Li, Lequan Yu, Hao Chen, Chi-Wing Fu, Lei Xing, Pheng-Ann Heng:
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation. 523-534 - He Zhao, Qingqing Zheng, Kai Ma, Huiqi Li, Yefeng Zheng:
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification. 535-545 - Xiao Gu, Yao Guo, Fani Deligianni, Benny Lo, Guang-Zhong Yang:
Cross-Subject and Cross-Modal Transfer for Generalized Abnormal Gait Pattern Recognition. 546-560 - Qin Song, Yu-Jun Zheng, Wei-Guo Sheng, Jun Yang:
Tridirectional Transfer Learning for Predicting Gastric Cancer Morbidity. 561-574 - Zixia Zhou, Yi Guo, Yuanyuan Wang:
Handheld Ultrasound Video High-Quality Reconstruction Using a Low-Rank Representation Multipathway Generative Adversarial Network. 575-588 - Jingyuan Sun, Shaonan Wang, Jiajun Zhang, Chengqing Zong:
Neural Encoding and Decoding With Distributed Sentence Representations. 589-603 - Daniel W. Otter, Julian R. Medina, Jugal K. Kalita:
A Survey of the Usages of Deep Learning for Natural Language Processing. 604-624 - Qiang Yu, Yanli Yao, Longbiao Wang, Huajin Tang, Jianwu Dang, Kay Chen Tan:
Robust Environmental Sound Recognition With Sparse Key-Point Encoding and Efficient Multispike Learning. 625-638 - Yan Liu, Guang-Hong Yang:
Neural Learning-Based Fixed-Time Consensus Tracking Control for Nonlinear Multiagent Systems With Directed Communication Networks. 639-652 - Guowei Dong, Hongyi Li, Hui Ma, Renquan Lu:
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems. 653-662 - Xiangbo Shu, Liyan Zhang, Yunlian Sun, Jinhui Tang:
Host-Parasite: Graph LSTM-in-LSTM for Group Activity Recognition. 663-674 - Mohammad Sabokrou, Mahmood Fathy, Guoying Zhao, Ehsan Adeli:
Deep End-to-End One-Class Classifier. 675-684 - Ibrahim Karabayir, Oguz Akbilgic, Nihat Tas:
A Novel Learning Algorithm to Optimize Deep Neural Networks: Evolved Gradient Direction Optimizer (EVGO). 685-694 - Li-Bing Wu, Ju H. Park, Xiangpeng Xie, Ya-Juan Liu:
Neural Network Adaptive Tracking Control of Uncertain MIMO Nonlinear Systems With Output Constraints and Event-Triggered Inputs. 695-707 - Haitao Liu, Yew-Soon Ong, Jianfei Cai:
Large-Scale Heteroscedastic Regression via Gaussian Process. 708-721 - Lin Wu, Yang Wang, Junbin Gao, Meng Wang, Zheng-Jun Zha, Dacheng Tao:
Deep Coattention-Based Comparator for Relative Representation Learning in Person Re-Identification. 722-735 - Deqing Wang, Baoyu Jing, Chenwei Lu, Junjie Wu, Guannan Liu, Chenguang Du, Fuzhen Zhuang:
Coarse Alignment of Topic and Sentiment: A Unified Model for Cross-Lingual Sentiment Classification. 736-747 - Di Wang, Jinshan Zeng, Shao-Bo Lin:
Random Sketching for Neural Networks With ReLU. 748-762 - Shiqi Zheng, Peng Shi, Shuoyu Wang, Yan Shi:
Adaptive Neural Control for a Class of Nonlinear Multiagent Systems. 763-776 - Yi Guo, Stephen Tierney, Junbin Gao:
Robust Functional Manifold Clustering. 777-787 - Yuefeng Ma, Xun Liang, Gang Sheng, James T. Kwok, Maoli Wang, Guangshun Li:
Noniterative Sparse LS-SVM Based on Globally Representative Point Selection. 788-798 - Zhiqiang Chen, Ting-Bing Xu, Changde Du, Cheng-Lin Liu, Huiguang He:
Dynamical Channel Pruning by Conditional Accuracy Change for Deep Neural Networks. 799-813 - Wei Zhao, Cai Xu, Ziyu Guan, Ying Liu:
Multiview Concept Learning Via Deep Matrix Factorization. 814-825 - Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir:
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. 826-840 - Teng Long, En Li, Yunqing Hu, Lei Yang, Junfeng Fan, Zize Liang, Rui Guo:
A Vibration Control Method for Hybrid-Structured Flexible Manipulator Based on Sliding Mode Control and Reinforcement Learning. 841-852 - Li Wang, Raymond H. Chan, Tieyong Zeng:
Probabilistic Semi-Supervised Learning via Sparse Graph Structure Learning. 853-867 - Yuan Xie, Jinyan Liu, Yanyun Qu, Dacheng Tao, Wensheng Zhang, Longquan Dai, Lizhuang Ma:
Robust Kernelized Multiview Self-Representation for Subspace Clustering. 868-881 - Vinal Patel, Sankha Subhra Bhattacharjee, Nithin V. George:
Convergence Analysis of Adaptive Exponential Functional Link Network. 882-891 - Masaki Kobayashi:
Quaternion-Valued Twin-Multistate Hopfield Neural Networks With Dual Connections. 892-899 - Masaki Kobayashi:
Quaternion Projection Rule for Rotor Hopfield Neural Networks. 900-908 - Guanghui Ren, Lejian Ren, Yue Liao, Si Liu, Bo Li, Jizhong Han, Shuicheng Yan:
Scene Graph Generation With Hierarchical Context. 909-915 - Vsevolod I. Avrutskiy:
Enhancing Function Approximation Abilities of Neural Networks by Training Derivatives. 916-924 - Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj, Anastasios Tefas:
Hypersphere-Based Weight Imprinting for Few-Shot Learning on Embedded Devices. 925-930
Volume 32, Number 3, March 2021
- Naveen Paluru, Aveen Dayal, Håvard Bjørke Jenssen, Tomas Sakinis, Linga Reddy Cenkeramaddi, Jaya Prakash, Phaneendra K. Yalavarthy:
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images. 932-946 - Zhao Zhang, Yulin Sun, Yang Wang, Zheng Zhang, Haijun Zhang, Guangcan Liu, Meng Wang:
Twin-Incoherent Self-Expressive Locality-Adaptive Latent Dictionary Pair Learning for Classification. 947-961 - Jingjing Zhang, Osvaldo Simeone:
LAGC: Lazily Aggregated Gradient Coding for Straggler-Tolerant and Communication-Efficient Distributed Learning. 962-974 - Hong-Hai Lian, Shen-Ping Xiao, Huaicheng Yan, Fuwen Yang, Hong-Bing Zeng:
Dissipativity Analysis for Neural Networks With Time-Varying Delays via a Delay-Product-Type Lyapunov Functional Approach. 975-984 - Nianzu Zheng, Jinliang Ding, Tianyou Chai:
DMGAN: Adversarial Learning-Based Decision Making for Human-Level Plant-Wide Operation of Process Industries Under Uncertainties. 985-998 - Shervin Rahimzadeh Arashloo, Josef Kittler:
Robust One-Class Kernel Spectral Regression. 999-1013 - Zohaib M. Jan, Brijesh K. Verma:
Multicluster Class-Balanced Ensemble. 1014-1025 - Xin Hu, Guoyin Wang, Jiangli Duan:
Mining Maximal Dynamic Spatial Colocation Patterns. 1026-1036 - Konstantin Posch, Jürgen Pilz:
Correlated Parameters to Accurately Measure Uncertainty in Deep Neural Networks. 1037-1051 - Zhijun Zhang, Lunan Zheng, Zhuoming Chen, Lingdong Kong, Hamid Reza Karimi:
Mutual-Collision-Avoidance Scheme Synthesized by Neural Networks for Dual Redundant Robot Manipulators Executing Cooperative Tasks. 1052-1066 - Jun Chen, Liang Liu, Yong Liu, Xianfang Zeng:
A Learning Framework for n-Bit Quantized Neural Networks Toward FPGAs. 1067-1081 - Krishan Sharma, Renu Rameshan:
Image Set Classification Using a Distance-Based Kernel Over Affine Grassmann Manifold. 1082-1095 - Zekeriya Uykan:
Shadow-Cuts Minimization/Maximization and Complex Hopfield Neural Networks. 1096-1109 - Jian Wang, Huaqing Zhang, Junze Wang, Yifei Pu, Nikhil R. Pal:
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy. 1110-1123 - Renwei Dian, Shutao Li, Xudong Kang:
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser. 1124-1135 - Xian Yu, Zhongsheng Hou, Marios M. Polycarpou, Li Duan:
Data-Driven Iterative Learning Control for Nonlinear Discrete-Time MIMO Systems. 1136-1148 - Jie Zhong, Bowen Li, Yang Liu, Jianquan Lu, Weihua Gui:
Steady-State Design of Large-Dimensional Boolean Networks. 1149-1161 - Alfonso B. Labao, Mygel Andrei Martija, Prospero C. Naval:
A3C-GS: Adaptive Moment Gradient Sharing With Locks for Asynchronous Actor-Critic Agents. 1162-1176 - Longyuan Li, Junchi Yan, Haiyang Wang, Yaohui Jin:
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder. 1177-1191 - Wendong Zheng, Huaping Liu, Fuchun Sun:
Lifelong Visual-Tactile Cross-Modal Learning for Robotic Material Perception. 1192-1203 - Jiamiao Xu, Fangzhao Wang, Qinmu Peng, Xinge You, Shuo Wang, Xiao-Yuan Jing, C. L. Philip Chen:
Modal-Regression-Based Structured Low-Rank Matrix Recovery for Multiview Learning. 1204-1216 - Luntong Li, Dazi Li, Tianheng Song, Xin Xu:
Actor-Critic Learning Control With Regularization and Feature Selection in Policy Gradient Estimation. 1217-1227 - Yi He, Baijun Wu, Di Wu, Ege Beyazit, Sheng Chen, Xindong Wu:
Toward Mining Capricious Data Streams: A Generative Approach. 1228-1240 - Gowtham Muniraju, Bhavya Kailkhura, Jayaraman J. Thiagarajan, Peer-Timo Bremer, Cihan Tepedelenlioglu, Andreas Spanias:
Coverage-Based Designs Improve Sample Mining and Hyperparameter Optimization. 1241-1253 - Bo Sun, Yuting Cao, Zhenyuan Guo, Zheng Yan, Shiping Wen, Tingwen Huang, Yiran Chen:
Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance. 1254-1263 - Wenhai Qi, Ju H. Park, Guangdeng Zong, Jinde Cao, Jun Cheng:
Synchronization for Quantized Semi-Markov Switching Neural Networks in a Finite Time. 1264-1275 - Shiming Ge, Chunhui Zhang, Shikun Li, Dan Zeng, Dacheng Tao:
Cascaded Correlation Refinement for Robust Deep Tracking. 1276-1288 - Oindrila Chatterjee, Shantanu Chakrabartty:
Resonant Machine Learning Based on Complex Growth Transform Dynamical Systems. 1289-1303 - Paschalis A. Bizopoulos, Dimitris Koutsouris:
Sparsely Activated Networks. 1304-1313 - Chao Sun, Maojiao Ye, Guoqiang Hu:
Distributed Optimization for Two Types of Heterogeneous Multiagent Systems. 1314-1324 - Xiaolin Xiao, Yongyong Chen, Yue-Jiao Gong, Yicong Zhou:
Prior Knowledge Regularized Multiview Self-Representation and its Applications. 1325-1338 - Hong Sang, Jun Zhao:
Energy-to-Peak State Estimation for Switched Neutral-Type Neural Networks With Sector Condition via Sampled-Data Information. 1339-1350 - Ximing Li, Yang Wang, Zhao Zhang, Richang Hong, Li Zhuo, Meng Wang:
RMoR-Aion: Robust Multioutput Regression by Simultaneously Alleviating Input and Output Noises. 1351-1364