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[ENH] Implement Extended Isolation Forest #2113

@SebastianSchmidl

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@SebastianSchmidl

Describe the feature or idea you want to propose

The Extended Isolation Forest improves upon the Isolation Forest method.

Describe your proposed solution

Implement directly in aeon:

However, support semi-supervised as well as unsupervised usage similar to the PyODAdapter or KMeansAD

Describe alternatives you've considered, if relevant

No response

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    anomaly detectionAnomaly detection packageenhancementNew feature, improvement request or other non-bug code enhancementimplementing algorithmsImplementing new algorithms/estimators

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