skchange integration - base class homogenization

[RobotPsychologist]

No description provided.

[fkiraly]

As described in issue sktime/sktime#7323

I have carried out the most significant parts on the base class level here: sktime/sktime#7342

What remains is:

• changes to the transform method, to be discussed
• go through individual classes inheriting from BaseDetector (after this PR) and ensure they comply with the new homogenized interface definitions. There will likely be small issues for each class. As sktime - Test Framework Development #105 progresses, the tests will likely flag up incompatibilities with the API which also need to be fixed.
• ensure this is aligned with changes to the test framework, see sktime - Test Framework Development #105

Once this is done, we can make changes within skchange itself:

• skchange to use the BaseDetector from sktime as base class where possible
• skchange to use the parametrize_with_checks utility from sktime for testing. This is conditional on sktime - Test Framework Development #105.

[alyssadsouza]

👍

[ShivamSingal]

Interested

[RobotPsychologist]

Closing this because franz, martin, and alex merged previous work