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INAF SCHOOL OF AI

14–17 Apr 2026
INAF Astronomical Observatory of Capodimonte (Naples)
Europe/Rome timezone

Session

Anomaly Detection

17 Apr 2026, 09:30
Auditorium Nazionale Ernesto Capocci (INAF Astronomical Observatory of Capodimonte (Naples))

Auditorium Nazionale Ernesto Capocci

INAF Astronomical Observatory of Capodimonte (Naples)

Conveners

Anomaly Detection

  • Stefano Cavuoti (INAF - Astronomical Observatory of Capodimonte Napoli)

Anomaly Detection

  • Stefano Cavuoti (INAF - Astronomical Observatory of Capodimonte Napoli)

Description

This module will introduce robust techniques used to identify outliers and unusual events in data.

Presentation materials

There are no materials yet.

  1. 1. Anomaly Detection theory
    Dr Stefano Cavuoti (INAF - Astronomical Observatory of Capodimonte Napoli)
    17/04/2026, 09:30

    We will analyze four fundamental paradigms for anomaly detection and one model for each of them:

    • Distance (k-NN);
    • Relative Density (LOF);
    • Isolation (Isolation Forest);
    • Reconstruction (Autoencoders).
    Go to contribution page
  2. 2. Anomaly Detection Hands-on
    Dr Stefano Cavuoti (INAF - Astronomical Observatory of Capodimonte Napoli)
    17/04/2026, 11:30

    Five models

    • k-NN
    • LOF
    • Isolation Forest
    • One-Class SVM
    • Autoencoders
    Go to contribution page
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