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SMOTE resampling

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Contributor II In777
Contributor II

SMOTE resampling

This question was already asked in 2011. Is there any RM operator(s)/extension for SMOTE resampling?

If not, I have to use Scripting. Unfortunately, I do not know how create build-in R/Python Scripts for SMOTE. If anybody could share the script I will appreciate it a lot.

6 REPLIES
RM Certified Expert RM Certified Expert
RM Certified Expert
Solution

Re: SMOTE resampling

Unfortutnately, I don't have a SMOTE Process but you can try to make it yourself in R here: http://amunategui.github.io/smote/

 

That said, there isn't a native SMOTE sampling operator in RapidMiner. Maybe there should be.

 

I think the immediate route is to write it in R or Python and then maybe post this as an idea for the fine RapidMiner developers to write!

 

Something to chew on here: http://www.datasciencecentral.com/profiles/blogs/dealing-with-imbalanced-datasets

Regards,
Thomas

Blog: Neural Market Trends

RapidMiner Tutorial Videos here!
Contributor II In777
Contributor II

Re: SMOTE resampling

Thank you for the link, Thomas. I am not sure that I can implement this procedure in Python or R myself. I was hoping to find some less complicated solution. Can anybody help?

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RM Certified Expert RM Certified Expert
RM Certified Expert

Re: SMOTE resampling

This is a pretty handy thing to have actually, I might write a building block for it this week if I have some free time.

Regards,
Thomas

Blog: Neural Market Trends

RapidMiner Tutorial Videos here!
Contributor II In777
Contributor II

Re: SMOTE resampling

It would very nice of you. I appreciate it a lot.

Community Manager Community Manager
Community Manager

Re: SMOTE resampling

KB article, @Thomas_Ott ?  Wink wink?  Smiley Happy

 

Scott

 

Scott Genzer
Senior Community Manager
RapidMiner, Inc.
RM Certified Expert RM Certified Expert
RM Certified Expert

Re: SMOTE resampling

Maybe. This is a busy week at the moment.

 

 

Regards,
Thomas

Blog: Neural Market Trends

RapidMiner Tutorial Videos here!
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