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Add synthetic 2D score heatmaps illustrating the axis-aligned bias of Standard Isolation Forest that Extended Isolation Forest eliminates. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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This pull request enhances the documentation in the
README.mdfile by adding visual examples that compare the behavior ofIsolationForestandExtendedIsolationForeston synthetic 2D datasets. The new heatmaps help illustrate the advantages of usingExtendedIsolationForestfor certain data distributions.Documentation improvements:
IsolationForestandExtendedIsolationForeston different synthetic 2D datasets, visually demonstrating how Extended IF eliminates axis-aligned artifacts present in the standard IF.