IEEE Transactions on Neural Networks and Learning Systems, Volume 33, Issue 6, June 2022

1) Editorial Deep Learning for Anomaly Detection

Author(s): Guansong Pang, Charu Aggarwal, Chunhua Shen, Nicu Sebe

Pages: 2282 - 2286

2) SmithNet: Strictness on Motion-Texture Coherence for Anomaly Detection

Author(s): Trong-Nguyen Nguyen, Sébastien Roy, Jean Meunier

Pages: 2287 - 2300

3) Robust Unsupervised Video Anomaly Detection by Multipath Frame Prediction

Author(s): Xuanzhao Wang, Zhengping Che, Bo Jiang, Ning Xiao, Ke Yang, Jian Tang, Jieping Ye, Jingyu Wang, Qi Qi

Pages: 2301 - 2312

4) MOCCA: Multilayer One-Class Classification for Anomaly Detection

Author(s): Fabio Valerio Massoli, Fabrizio Falchi, Alperen Kantarci, Şeymanur Akti, Hazim Kemal Ekenel, Giuseppe Amato

Pages: 2313 - 2323

5) Memory-Augmented Generative Adversarial Networks for Anomaly Detection

Author(s): Ziyi Yang, Teng Zhang, Iman Soltani Bozchalooi, Eric Darve

Pages: 2324 - 2334

6) Memorizing Structure-Texture Correspondence for Image Anomaly Detection

Author(s): Kang Zhou, Jing Li, Yuting Xiao, Jianlong Yang, Jun Cheng, Wen Liu, Weixin Luo, Jiang Liu, Shenghua Gao

Pages: 2335 - 2349

7) Entropic Out-of-Distribution Detection: Seamless Detection of Unknown Examples

Author(s): David Macêdo, Tsang Ing Ren, Cleber Zanchettin, Adriano L. I. Oliveira, Teresa Ludermir

Pages: 2350 - 2364

8) Automated Anomaly Detection via Curiosity-Guided Search and Self-Imitation Learning

Author(s): Yuening Li, Zhengzhang Chen, Daochen Zha, Kaixiong Zhou, Haifeng Jin, Haifeng Chen, Xia Hu

Pages: 2365 - 2377

9) Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning

Author(s): Yixin Liu, Zhao Li, Shirui Pan, Chen Gong, Chuan Zhou, George Karypis

Pages: 2378 - 2392

10) A Synergistic Approach for Graph Anomaly Detection With Pattern Mining and Feature Learning

Author(s): Tong Zhao, Tianwen Jiang, Neil Shah, Meng Jiang

Pages: 2393 - 2405

11) Cross-Domain Graph Anomaly Detection

Author(s): Kaize Ding, Kai Shu, Xuan Shan, Jundong Li, Huan Liu

Pages: 2406 - 2415

12) Graph Convolutional Adversarial Networks for Spatiotemporal Anomaly Detection

Author(s): Leyan Deng, Defu Lian, Zhenya Huang, Enhong Chen

Pages: 2416 - 2428

13) Learning to Classify With Incremental New Class

Author(s): Da-Wei Zhou, Yang Yang, De-Chuan Zhan

Pages: 2429 - 2443

14) Semisupervised Training of Deep Generative Models for High-Dimensional Anomaly Detection

Author(s): Qin Xie, Peng Zhang, Boseon Yu, Jaesik Choi

Pages: 2444 - 2453

15) Feature Encoding With Autoencoders for Weakly Supervised Anomaly Detection

Author(s): Yingjie Zhou, Xucheng Song, Yanru Zhang, Fanxing Liu, Ce Zhu, Lingqiao Liu

Pages: 2454 - 2465

16) Attract–Repel Encoder: Learning Anomaly Representation Away From Landmarks

Author(s): Jiachen Zhao, Fang Deng, Yongling Li, Jie Chen

Pages: 2466 - 2479

17) Center-Aware Adversarial Autoencoder for Anomaly Detection

Author(s): Daoming Li, Qinghua Tao, Jiahao Liu, Huangang Wang

Pages: 2480 - 2493

18) Comparison of Anomaly Detectors: Context Matters

Author(s): Vít Škvára, Jan Francå, Matěj Zorek, Tomáš Pevný, Václav Šmídl

Pages: 2494 - 2507

19) An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series

Author(s): Astha Garg, Wenyu Zhang, Jules Samaran, Ramasamy Savitha, Chuan-Sheng Foo

Pages: 2508 - 2517

20) Learning Fast and Slow: Propedeutica for Real-Time Malware Detection

Author(s): Ruimin Sun, Xiaoyong Yuan, Pan He, Qile Zhu, Aokun Chen, André Grégio, Daniela Oliveira, Xiaolin Li

Pages: 2518 - 2529

21) Joint Stance and Rumor Detection in Hierarchical Heterogeneous Graph

Author(s): Chen Li, Hao Peng, Jianxin Li, Lichao Sun, Lingjuan Lyu, Lihong Wang, Philip S. Yu, Lifang He

Pages: 2530 - 2542

22) Deep Graph Learning for Anomalous Citation Detection

Author(s): Jiaying Liu, Feng Xia, Xu Feng, Jing Ren, Huan Liu

Pages: 2543 - 2557

23) A Novel Deep Class-Imbalanced Semisupervised Model for Wind Turbine Blade Icing Detection

Author(s): Xu Cheng, Fan Shi, Xiufeng Liu, Meng Zhao, Shengyong Chen

Pages: 2558 - 2570

24) Guest Editorial Special Issue on New Frontiers in Extremely Efficient Reservoir Computing

Author(s): Gouhei Tanaka, Claudio Gallicchio, Alessio Micheli, Juan-Pablo Ortega, Akira Hirose

Pages: 2571 - 2574

25) Reservoir Memory Machines as Neural Computers

Author(s): Benjamin Paaßen, Alexander Schulz, Terrence C. Stewart, Barbara Hammer

Pages: 2575 - 2585

26) Consistency Hierarchy of Reservoir Computers

Author(s): Thomas Jüngling, Thomas Lymburn, Michael Small

Pages: 2586 - 2595

27) An Echo State Network Imparts a Curve Fitting

Author(s): G. Manjunath

Pages: 2596 - 2604

28) Adaptive Practical Nonlinear Model Predictive Control for Echo State Network Models

Author(s): Bernardo Barancelli Schwedersky, Rodolfo César Costa Flesch, Samuel Bahu Rovea

Pages: 2605 - 2614

29) Echo State Networks for Practical Nonlinear Model Predictive Control of Unknown Dynamic Systems

Author(s): Jean Panaioti Jordanou, Eric Aislan Antonelo, Eduardo Camponogara

Pages: 2615 - 2629

30) Real-Time and Adaptive Reservoir Computing With Application to Profile Prediction in Fusion Plasma

Author(s): Azarakhsh Jalalvand, Joseph Abbate, Rory Conlin, Geert Verdoolaege, Egemen Kolemen

Pages: 2630 - 2641

31) Multiresolution Reservoir Graph Neural Network

Author(s): Luca Pasa, Nicolò Navarin, Alessandro Sperduti

Pages: 2642 - 2653

32) Hierarchical-Task Reservoir for Online Semantic Analysis From Continuous Speech

Author(s): Luca Pedrelli, Xavier Hinaut

Pages: 2654 - 2663

33) High-Performance Reservoir Computing With Fluctuations in Linear Networks

Author(s): Johannes Nokkala, Rodrigo Martínez-Peña, Roberta Zambrini, Miguel C. Soriano

Pages: 2664 - 2675

34) Neuromorphic Time-Multiplexed Reservoir Computing With On-the-Fly Weight Generation for Edge Devices

Author(s): Sarthak Gupta, Satrajit Chakraborty, Chetan Singh Thakur

Pages: 2676 - 2685

35) Neural Schrödinger Equation: Physical Law as Deep Neural Network

Author(s): Mitsumasa Nakajima, Kenji Tanaka, Toshikazu Hashimoto

Pages: 2686 - 2700

36) Cellular Automata Can Reduce Memory Requirements of Collective-State Computing

Author(s): Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer

Pages: 2701 - 2713

37) Information Processing Capacity of a Single-Node Reservoir Computer: An Experimental Evaluation

Author(s): Benedikt Vettelschoss, André Röhm, Miguel C. Soriano

Pages: 2714 - 2725

38) Vertebrae Labeling via End-to-End Integral Regression Localization and Multi-Label Classification Network

Author(s): Chunli Qin, Ji Zhou, Demin Yao, Han Zhuang, Hui Wang, Shiyao Chen, Yonghong Shi, Zhijian Song

Pages: 2726 - 2736

39) Reachable Set Estimation of Delayed Markovian Jump Neural Networks Based on an Improved Reciprocally Convex Inequality

Author(s): Guoqiang Tan, Zhanshan Wang

Pages: 2737 - 2742