AutoLog: Anomaly detection by deep autoencoding of system logs

被引:0
|
作者
Catillo, Marta [1 ]
Pecchia, Antonio [1 ]
Villano, Umberto [1 ]
机构
[1] Università degli Studi del Sannio, Benevento, Italy
关键词
Anomaly detection - Auto encoders - Cyber security - Deep learning - Industrial systems - Log managements - Logfile - Production system - Real-life systems - System log;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] AutoLog: Anomaly detection by deep autoencoding of system logs
    Catillo, Marta
    Pecchia, Antonio
    Villano, Umberto
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 191
  • [2] A Survey of Deep Anomaly Detection for System Logs
    Zhao, Xiaoqing
    Jiang, Zhongyuan
    Ma, Jianfeng
    2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,
  • [3] Prediction Based Deep Autoencoding Model for Anomaly Detection
    Pang, Zhanzhong
    Yu, Xiaoyi
    Sun, Jun
    Hiroya, Inakoshi
    COMPUTER VISION - ACCV 2018 WORKSHOPS, 2019, 11367 : 402 - 417
  • [4] Anomaly Detection Using System Logs: A Deep Learning Approach
    Sinha, Rohit
    Sur, Rittika
    Sharma, Ruchi
    Shrivastava, Avinash K.
    INTERNATIONAL JOURNAL OF INFORMATION SECURITY AND PRIVACY, 2022, 16 (01)
  • [5] DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection
    Hojjati, Hadi
    Armanfard, Narges
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 36 (08) : 3739 - 3750
  • [6] Anomaly Detection of System Logs Based on Natural Language Processing and Deep Learning
    Wang, Mengying
    Xu, Lele
    Guo, Lili
    2018 4TH INTERNATIONAL CONFERENCE ON FRONTIERS OF SIGNAL PROCESSING (ICFSP 2018), 2018, : 140 - 144
  • [7] DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning
    Du, Min
    Li, Feifei
    Zheng, Guineng
    Srikumar, Vivek
    CCS'17: PROCEEDINGS OF THE 2017 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 2017, : 1285 - 1298
  • [8] Network Anomaly Detection Using Federated Deep Autoencoding Gaussian Mixture Model
    Chen, Yang
    Zhang, Junzhe
    Yeo, Chai Kiat
    MACHINE LEARNING FOR NETWORKING (MLN 2019), 2020, 12081 : 1 - 14
  • [9] System anomaly detection: Mining firewall logs
    Winding, Robert
    Wright, Timothy
    Chapple, Michael
    2006 SECURECOMM AND WORKSHOPS, 2006, : 389 - +
  • [10] RETRACTED: Unsupervised Anomaly Detection Based on Deep Autoencoding and Clustering (Retracted Article)
    Zhang, Chuanlei
    Liu, Jiangtao
    Chen, Wei
    Shi, Jinyuan
    Yao, Minda
    Yan, Xiaoning
    Xu, Nenghua
    Chen, Dufeng
    SECURITY AND COMMUNICATION NETWORKS, 2021, 2021