IEEE Transactions on Neural Networks and Learning Systems, Volume 33, Issue 7, July 2022

1) The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks

Author(s): Benjamin Cramer, Yannik Stradmann, Johannes Schemmel, Friedemann Zenke

Pages: 2744 - 2757

2) Knowledge-Routed Visual Question Reasoning: Challenges for Deep Representation Embedding

Author(s): Qingxing Cao, Bailin Li, Xiaodan Liang, Keze Wang, Liang Lin

Pages: 2758 - 2767

3) Stabilizing Training of Generative Adversarial Nets via Langevin Stein Variational Gradient Descent

Author(s): Dong Wang, Xiaoqian Qin, Fengyi Song, Li Cheng

Pages: 2768 - 2780

4) Reinforcement Learning and Adaptive Optimal Control for Continuous-Time Nonlinear Systems: A Value Iteration Approach

Author(s): Tao Bian, Zhong-Ping Jiang

Pages: 2781 - 2790

5) Parameterized Luenberger-Type H∞ State Estimator for Delayed Static Neural Networks

Author(s): Yongsik Jin, Wookyong Kwon, Sangmoon Lee

Pages: 2791 - 2800

6) BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture

Author(s): Shuangming Yang, Jiang Wang, Xinyu Hao, Huiyan Li, Xile Wei, Bin Deng, Kenneth A. Loparo

Pages: 2801 - 2815

7) Causal Discovery in Linear Non-Gaussian Acyclic Model With Multiple Latent Confounders

Author(s): Wei Chen, Ruichu Cai, Kun Zhang, Zhifeng Hao

Pages: 2816 - 2827

8) A Study on Truncated Newton Methods for Linear Classification

Author(s): Leonardo Galli, Chih-Jen Lin

Pages: 2828 - 2841

9) Agglomerative Neural Networks for Multiview Clustering

Author(s): Zhe Liu, Yun Li, Lina Yao, Xianzhi Wang, Feiping Nie

Pages: 2842 - 2852

10) Low-Latency In Situ Image Analytics With FPGA-Based Quantized Convolutional Neural Network

Author(s): Maolin Wang, Kelvin C. M. Lee, Bob M. F. Chung, Sharatchandra Varma Bogaraju, Ho-Cheung Ng, Justin S. J. Wong, Ho Cheung Shum, Kevin K. Tsia, Hayden Kwok-Hay So

Pages: 2853 - 2866

11) Adaptive Optimal Control for Unknown Constrained Nonlinear Systems With a Novel Quasi-Model Network

Author(s): Xiumei Han, Xudong Zhao, Hamid Reza Karimi, Ding Wang, Guangdeng Zong

Pages: 2867 - 2878

12) A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting

Author(s): Grzegorz Dudek, Paweł Pełka, Slawek Smyl

Pages: 2879 - 2891

13) Observer-Based Fixed-Time Neural Control for a Class of Nonlinear Systems

Author(s): Yan Zhang, Fang Wang

Pages: 2892 - 2902

14) Generalized Zero-Shot Learning With Multiple Graph Adaptive Generative Networks

Author(s): Guo-Sen Xie, Zheng Zhang, Guoshuai Liu, Fan Zhu, Li Liu, Ling Shao, Xuelong Li

Pages: 2903 - 2915

15) mCRF and mRD: Two Classification Methods Based on a Novel Multiclass Label Noise Filtering Learning Framework

Author(s): Shuyin Xia, Baiyun Chen, Guoyin Wang, Yong Zheng, Xinbo Gao, Elisabeth Giem, Zizhong Chen

Pages: 2916 - 2930

16) Observer Design for Sampled-Data Systems via Deterministic Learning

Author(s): Jingtao Hu, Weiming Wu, Bing Ji, Cong Wang

Pages: 2931 - 2939

17) Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks

Author(s): K. Ruwani M. Fernando, Chris P. Tsokos

Pages: 2940 - 2951

18) Broad Learning With Reinforcement Learning Signal Feedback: Theory and Applications

Author(s): Ruiqi Mao, Rongxin Cui, C. L. Philip Chen

Pages: 2952 - 2964

19) Neural-Network-Based Distributed Asynchronous Event-Triggered Consensus Tracking of a Class of Uncertain Nonlinear Multi-Agent Systems

Author(s): Yun Ho Choi, Sung Jin Yoo

Pages: 2965 - 2979

20) Active Learning With Multiple Kernels

Author(s): Songnam Hong, Jeongmin Chae

Pages: 2980 - 2994

21) Dissipativity-Based Finite-Time Filtering for Uncertain Semi-Markovian Jump Random Systems With Multiple Time Delays and State Constraints

Author(s): Shaoxin Sun, Huaguang Zhang, Jian Han, Juan Zhang

Pages: 2995 - 3009

22) PID Controller-Guided Attention Neural Network Learning for Fast and Effective Real Photographs Denoising

Author(s): Ruijun Ma, Bob Zhang, Yicong Zhou, Zhengming Li, Fangyuan Lei

Pages: 3010 - 3023

23) A Novel Feature Selection Method for High-Dimensional Mixed Decision Tables

Author(s): Nguyen Ngoc Thuy, Sartra Wongthanavasu

Pages: 3024 - 3037

24) Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks

Author(s): Ji-Seon Bang, Min-Ho Lee, Siamac Fazli, Cuntai Guan, Seong-Whan Lee

Pages: 3038 - 3049

25) MetaMixUp: Learning Adaptive Interpolation Policy of MixUp With Metalearning

Author(s): Zhijun Mai, Guosheng Hu, Dexiong Chen, Fumin Shen, Heng Tao Shen

Pages: 3050 - 3064

26) An Efficient Sparse Bayesian Learning Algorithm Based on Gaussian-Scale Mixtures

Author(s): Wei Zhou, Hai-Tao Zhang, Jun Wang

Pages: 3065 - 3078

27) Efficient Approximation of High-Dimensional Functions With Neural Networks

Author(s): Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek

Pages: 3079 - 3093

28) Synaptic Scaling—An Artificial Neural Network Regularization Inspired by Nature

Author(s): Martin Hofmann, Patrick Mäder

Pages: 3094 - 3108

29) Observer-Based Adaptive Synchronization of Multiagent Systems With Unknown Parameters Under Attacks

Author(s): Shiping Wen, Xiaoze Ni, Huamin Wang, Song Zhu, Kaibo Shi, Tingwen Huang

Pages: 3109 - 3119

30) Explicit Duration Recurrent Networks

Author(s): Shun-Zheng Yu

Pages: 3120 - 3130

31) Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints

Author(s): Yongming Li, Yanjun Liu, Shaocheng Tong

Pages: 3131 - 3145

32) Granger Causality Inference in EEG Source Connectivity Analysis: A State-Space Approach

Author(s): Parinthorn Manomaisaowapak, Anawat Nartkulpat, Jitkomut Songsiri

Pages: 3146 - 3156

33) Rank Consistency Induced Multiview Subspace Clustering via Low-Rank Matrix Factorization

Author(s): Jipeng Guo, Yanfeng Sun, Junbin Gao, Yongli Hu, Baocai Yin

Pages: 3157 - 3170

34) Data-Driven-Based Event-Triggered Control for Nonlinear CPSs Against Jamming Attacks

Author(s): Yingchun Wang, Xiaojie Qiu, Huaguang Zhang, Xiangpeng Xie

Pages: 3171 - 3177

35) Sequence Learning in a Single Trial: A Spiking Neurons Model Based on Hippocampal Circuitry

Author(s): Simone Coppolino, Giuseppe Giacopelli, Michele Migliore

Pages: 3178 - 3183

36) DNN-kWTA With Bounded Random Offset Voltage Drifts in Threshold Logic Units

Author(s): Wenhao Lu, Chi-Sing Leung, John Sum, Yi Xiao

Pages: 3184 - 3192