[ENH] Implement Extended Isolation Forest

[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:

• Paper: https://doi.org/10.1109/TKDE.2019.2947676
• Code: https://github.com/sahandha/eif
• Code (in TimeEval): https://github.com/TimeEval/TimeEval-algorithms/tree/main/eif

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

Describe alternatives you've considered, if relevant

No response

Additional context

No response