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.
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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:
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- Distance (k-NN);
- Relative Density (LOF);
- Isolation (Isolation Forest);
- Reconstruction (Autoencoders). -
Dr Stefano Cavuoti (INAF - Astronomical Observatory of Capodimonte Napoli)17/04/2026, 11:30
An interactive Jupyter Notebook session to translate theory into code. By building and analyzing a 2D synthetic dataset.
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