Adding PredictiveAnomalyDetection to river/anomaly

[sebiwtt]

No description provided.

[sebiwtt]

@MaxHalford to be quite honest, I don't have any clue why the tests failed and I can't seem to figure it out based on the error messages in the unit-test jobs. If you have time to look into it I would really appreciate it 😄

[sebiwtt]

Okay, one thing I definitely need to fix is the change in some versions (idk why this happened...)

[sebiwtt]

I did not have time to look into the matter for a few days, but now the version numbers have reverted back to the original again, so the only two changes made with this request are in the init of river/anomaly and in the new file pad.py

[sebiwtt]

Hey @hoanganhngo610 do you know of a way to tweak hyperparameters on the fly? I have an idea which could boost the performance of my POC a lot...

[sebiwtt]

Hello there :) I just wanted to ask if someone found the time to look into this PR @hoanganhngo610, @MaxHalford?. It would mean a lot to me if I could make a contribution and if that contribution could be mentioned in my thesis. I would love to reference to the official repo when linking to this code.

[hoanganhngo610]

Hi @sebiwtt. First of all, I am really sorry that I wasn't able to reply to this sooner. I will check out and review this PR by the next few days and will try to merge it as soon as possible when Max or another person from the development team agrees to proceed.

[hoanganhngo610]

HI @sebiwtt. First of all, really great work on this PR, I really appreciate it!

I have made changes to small parts of the PR, mostly relating to the following points:

• Rename variables with shorter names, re-write comments and DocString;
• Remove the score_one_detailed function, since it is really identical to the score_one function and can easily be modified from the user's end.

In my opinion, this PR is now at a suitable shape to be merged into the main branch. I will wait for one more review, potentially from @MaxHalford or @smastelini or @AdilZouitine to see how they think

Let me know if you have any comments or suggestions on the changes that I have made. Once again, thank you so much!

[sebiwtt]

Hey @hoanganhngo610! Thank you very much for your review and the refinement.
If there is anything left to do, let me know :) I am happy that you regard the PR as ready for merging.

Let's wait for @MaxHalford, @smastelini or @AdilZouitine and see if they have anything to add.

[hoanganhngo610]

First of all, thank you @MaxHalford for approving the PR.

@sebiwtt Great news, we have got the green light we needed. I will be doing some final touches for this PR, before merging it. Once again, thank you so much for your contribution on this PR.

[sebiwtt]

Thank you so much for keeping me updated @hoanganhngo610 😁 I'm really happy to have made this contribution. Looking forward to working on topics for river in the future👍🏻

[hoanganhngo610]

@sebiwtt The following work on this PR would be to create certain examples and do some benchmark with different settings. Would you be interested in continuing the work?

[hoanganhngo610]

LGTM!

[hoanganhngo610]

All checks have passed, I will proceed to merge it at its current state. Once again, thank you @sebiwtt and @MaxHalford for all your input.

[sebiwtt]

@hoanganhngo610 indeed I would be interested! If you are interested I could send you the thesis I wrote on the topic (I already conducted some benchmarks)😀

[hoanganhngo610]

@sebiwtt That would be perfect, thank you very much! I will be following up with you by email tomorrow (as it's already a bit late here in Vietnam right now)!

[sebiwtt]

@hoanganhngo610 do you need an email address of mine?

[hoanganhngo610]

@sebiwtt I believe it says on your profile that your personal email is mail@sebastianwette.de, is that correct? Can I write you through that email?

[sebiwtt]

@hoanganhngo610 perfect! I forgot about that😅 You can contact me via that address.