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anomaly detectionAnomaly detection packageAnomaly detection packageenhancementNew feature, improvement request or other non-bug code enhancementNew feature, improvement request or other non-bug code enhancementimplementing algorithmsImplementing new algorithms/estimatorsImplementing new algorithms/estimators
Description
Describe the feature or idea you want to propose
IDK² and s-IDK² (sliding window) can be used for anomalous subsequence detection.
Describe your proposed solution
Implement both variants of IDK² directly in aeon:
- Paper: Isolation Distribution Kernel base paper: https://dl.acm.org/doi/10.1145/3394486.3403062, IDK for TSAD:https://www.vldb.org/pvldb/vol15/p2321-liu.pdf
- Code: https://github.com/IsolationKernel/Codes/tree/main/IDK/TS
Describe alternatives you've considered, if relevant
No response
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anomaly detectionAnomaly detection packageAnomaly detection packageenhancementNew feature, improvement request or other non-bug code enhancementNew feature, improvement request or other non-bug code enhancementimplementing algorithmsImplementing new algorithms/estimatorsImplementing new algorithms/estimators