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Isolation Forest mark: a binary tree growing upward, its shallow leaves red because few splits isolated them and they are anomalous, its deep leaves green because many were needed and they are normal.

Isolation Forest Research

A comprehensive survey of Isolation Forest variants, evolution timeline, and application domains across research papers and GitHub repositories.

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The Landscape of Isolation Forest Research

Where the research happens, how it grew, and which variants took hold. Bubbles are placed by the first author's institution, not by every co-author's — counting all authors would overstate the geographic spread by roughly half. Computed live from the citation database.

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Papers published per year Cumulative citations Variant adoption