Comments (13)
Just to let you know, I am also looking forward to a paper that I can cite.
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Hi, thank you for the reply and feedback. I was curious about a paper in order to see what experiments you may have run so I can get a better understanding of some if the PPS properties. The organisation I work for has very strict model governance and are quite traditional, and so if I were to use PPS, a paper could be helpful to substantiate any claims and so on.
from ppscore.
Thank you for providing some further background. As soon as there is a paper available, we will let you know
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Even just a pre-publishing server such as arXiv would be sufficient. If you need help getting the paper out, I might be able to help.
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Hi,
happy to hear that! We did not publish something yet but are currently in the process of doing so. We also wanted to check the input from the crowd to ensure that we have less blind spots.
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BTW: why is the paper interesting/important to you?
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Thank you for letting us know. How do you plan to use the PPS in your paper? As a means to explore relationships between the data during EDA or for reporting a found strength?
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Basically, I have 92 variables and there are a lot that are derived from from others in my dataset. Some are obvious, but some are not. The data set was originally used with logistic regression, but now I'm using tree ensembles and I need to do a lot of bootstrapping to get feature importance confidence intervals. Having unneeded independent variables both slows down the computations and increases the uncertainty around feature importance. I'm using PPS to identify features to be removed.
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Very interesting approach! Did the PPS help you during your task?
And so I understand that you want to document your approach and thus of course you need a paper for the PPS. Is that correct?
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BTW: why is the paper interesting/important to you?
That's a very strange question. A paper is good practice and a necessity when releasing code or equations for other researcher's to use. Especially when the equation/algorithm is meant to replace a widely used statistical standard like the correlation score.
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Very interesting approach! Did the PPS help you during your task?
And so I understand that you want to document your approach and thus of course you need a paper for the PPS. Is that correct?
Yes, PPS was definitely helpful. I do need to cite because it was academic work. This was just for a course so I cited your blog article, but it's really not ideal and I couldn't try to publish with that.
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@muddyatty I agree with your statement in a research context. I asked the question because I wanted to better understand the specific situation because many users are using the ppscore in an industrial context where an academic paper is nice to have but other solutions/documentations might fit their needs even better
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@dkloving understood and I would really like to get back to your offer regarding some help about the paper. It would be great to hear your thoughts on this. Can you please reach out to me via florian AT 8080labs.com ? That would be much appreciated
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Related Issues (20)
- Data preprocessing and information leakage HOT 14
- [SUGGEST] Release a verson supported GPU HOT 2
- ppscore when model_score>baseline_score HOT 3
- There should be an option to override the attribute type like PyCaret HOT 4
- Scikit-learn dependency < 1.0.0 HOT 14
- [Suggestion]: Plot the Decision Tree for pps.score HOT 3
- Readme / docs unclear about using ppscore on time series data HOT 3
- pytests failing with pandas==1.4.0 HOT 1
- Thought on a possible enhancement of the PPS HOT 2
- What does PPS score? HOT 4
- Add support to release Linux aarch64 wheels HOT 4
- Cannot install ppscore HOT 1
- Your package isn't compatible with scikit-learn 1.0.1 HOT 2
- How to report PPS HOT 1
- Question About Data Order HOT 12
- y predicted values given x HOT 3
- Performance HOT 3
- differnt baseline scores for the same y HOT 1
- How to deal with heavy imbalanced data? For example, when the target is 99 "negative" to 1 "positive"
- pandas >2 support
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