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Showing content from https://github.com/signals-dev/Orion/issues/446 below:

Add matrix profiling method · Issue #446 · sintel-dev/Orion · GitHub

Matrix profiling is a popular baseline for finding anomalies in time series. It works by computing the nearest neighbor of segments to one another. If the nearest neighbor to a particular segment is far, then it is considered as a possible anomaly.

The library stumpy has a useful implementation of matrix profiling using the method stump.
In addition, we need to use find_anomalies to find the threshold over the array of distances.


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