AISSAI Anomaly Detection Workshop

Session

Tutorial

5 mars 2024, 14:50

Clermont-Ferrand

30. Lecture and Tutorial on Generative Anomaly Detection

Gregor Kasieczka (Universität Hamburg)

05/03/2024 14:50

Recent progress in generative models allows the unsupervised learning and interpolation of high-dimensional distributions. This, for example, makes possible approaches for anomaly detection based on weak supervision by first interpolating into a region with potential signal present, and then training a classifier to find such a potential signal. This lecture and tutorial will introduce the...

29. Lecture and Tutorial on Generative Anomaly Detection

Gregor Kasieczka (Universität Hamburg)

05/03/2024 16:05

Recent progress in generative models allows the unsupervised learning and interpolation of high-dimensional distributions. This, for example, makes possible approaches for anomaly detection based on weak supervision by first interpolating into a region with potential signal present, and then training a classifier to find such a potential signal. This lecture and tutorial will introduce the...

31. Active Anomaly Detection - part 1

Konstantin Malanchev (University of Illinois at Urbana-Champaign)

06/03/2024 09:30

32. Active Anomaly Detection - part 2

Konstantin Malanchev (University of Illinois at Urbana-Champaign)

06/03/2024 11:10