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. Author manuscript; available in PMC: 2023 Dec 13.
Published in final edited form as: IEEE Int Conf Trust Priv Secur Intell Syst Appl. 2022 Dec;2022:150–159. doi: 10.1109/tps-isa56441.2022.00028

TABLE XXI.

Random Projection (True Outliers)

Dataset LOF Isolation Forest ABOD
Arrhythmia 40.91 18.18 10.61
Glass 22.22 11.11 0.0
Ionosphere 61.11 30.95 16.67
Letter 11.0 6.0 7.0
Lympho 16.67 16.67 16.67
Mnist 12.77 20.21 5.85
Musk 13.4 8.25 50.52
Optdigits 0.67 4.0 4.67
Pendigits 1.28 0.0 0.64
Pima 66.67 75.0 25.0
Satellite 50.41 53.28 15.98
Satimage-2 7.04 0.0 2.82
Shuttle 26.78 46.45 0.0
Speech 0.0 0.0 3.28
Vertebral 13.33 10.0 16.67
Vowels 16.0 36.0 0.0
WBC 9.52 42.86 0.0
Wine 0.0 70.0 0.0