Explainable unsupervised anomaly detection for healthcare insurance data

被引:0
|
作者
Hannes De Meulemeester [1 ]
Frank De Smet [2 ]
Johan van Dorst [3 ]
Elise Derroitte [2 ]
Bart De Moor [2 ]
机构
[1] ESAT-STADIUS,Department of Electrical Engineering
[2] KU Leuven,Department of Public Health and Primary Care, Environment and Health
[3] Christian Health Insurance Fund,undefined
[4] KU Leuven,undefined
关键词
Health insurance; Anomaly detection; Unsupervised machine learning;
D O I
10.1186/s12911-024-02823-6
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] Learning Representations from Healthcare Time Series Data for Unsupervised Anomaly Detection
    Pereira, Joao
    Silveira, Margarida
    2019 IEEE INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP), 2019, : 84 - 90
  • [2] Unsupervised Anomaly Detection in Transactional Data
    Bouguessa, Mohamed
    2012 11TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2012), VOL 1, 2012, : 526 - 531
  • [3] Explainable Unsupervised Multi-Sensor Industrial Anomaly Detection and Categorization
    Ameli, Mina
    Becker, Philipp Aaron
    Lankers, Katharina
    van Ackeren, Markus
    Baehring, Holger
    Maass, Wolfgang
    2022 21ST IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, ICMLA, 2022, : 1468 - 1475
  • [4] Tree-based Kendall's τ Maximization for Explainable Unsupervised Anomaly Detection
    Kong, Lanfang
    Huet, Alexis
    Rossi, Dario
    Sozio, Mauro
    23RD IEEE INTERNATIONAL CONFERENCE ON DATA MINING, ICDM 2023, 2023, : 1073 - 1078
  • [5] Explainable and Interpretable Anomaly Detection Models for Production Data
    Alharbi, Basma
    Liang, Zhenwen
    Aljindan, Jana M.
    Agnia, Ammar K.
    Zhang, Xiangliang
    SPE JOURNAL, 2022, 27 (01): : 349 - 363
  • [6] Unsupervised Anomaly Detection in Sequential Process Data
    Bulut, Okan
    Gorgun, Guher
    He, Surina
    ZEITSCHRIFT FUR PSYCHOLOGIE-JOURNAL OF PSYCHOLOGY, 2024, 232 (02): : 74 - 94
  • [7] Unsupervised Anomaly Detection in Data Quality Control
    Poon, Lex
    Farshidi, Siamak
    Li, Na
    Zhao, Zhiming
    2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2021, : 2327 - 2336
  • [8] Unsupervised Anomaly Detection on Temporal Multiway Data
    Duc Nguyen
    Phuoc Nguyen
    Kien Do
    Rana, Santu
    Gupta, Sunil
    Truyen Tran
    2020 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2020, : 1059 - 1066
  • [9] SoftPatch: Unsupervised Anomaly Detection with Noisy Data
    Jiang, Xi
    Liu, Jianlin
    Wang, Jinbao
    Nie, Qian
    Wu, Kai
    Liu, Yong
    Wang, Chengjie
    Zheng, Feng
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 35 (NEURIPS 2022), 2022,
  • [10] Explainable AI for Event and Anomaly Detection and Classification in Healthcare Monitoring Systems
    Abououf, Menatalla
    Singh, Shakti
    Mizouni, Rabeb
    Otrok, Hadi
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (02) : 3446 - 3457