[8.17] [8.x] Backport 119578 + 114289 (#119638) #119644
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* Refactor change point detection (elastic#114289) * Move change detection code to separate class * Uniformize ChangeDetector and SkipeAndDipDetector * Separate ChangeDetectorTests and ChangePointAggregatorTests. * Public entrypoint for change point detection * Move p-value computation to ChangeDetector * Move main entrypoint to a separate file * Fix change point detection for uncertain non-stationary distributions. (elastic#119578) * Fix change point detection for uncertain non-stationary distributions. * Replace -1 by ChangeType.NO_CHANGE_POINT
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Backports the following commits to 8.17: