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Concentration Free Outlier Factor

Project description

CFOF (Concentration Free Outlier Factor)

Python implementation of Concentration Free Outlier Factor (CFOF) [1].

CFOF properties

  • Concentration free
  • Does not suffer of the hubness problem
  • Semi–locality
  • fast-CFOF algorithm allows to calculate reliably CFOF scores with linear cost both in the dataset size and dimensionality

Installation

To install the latest release:

$ pip install cfof

References

[1] ANGIULLI, Fabrizio. CFOF: a concentration free measure for anomaly detection. ACM Transactions on Knowledge Discovery from Data (TKDD), 2020, vol. 14, no 1, p. 1-53.

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