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Set of linear regressions

LucasPzt
Level 1
Set of linear regressions

Hi everyone,

I'm working on a problem where basically I have one categorical variable and two numerical variables. For each modality of the qualitative variable, the relation between the two quantitative variables is almost linear.

From this observation, I'd like to model one linear regression per modality and ultimately obtain the N sets of linear regression parameters corresponding to the N modalities of the categorical variable.

Do you know if there's a way to implement such a model in DSS without using custom code ?

 Thanks in advance.

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1 Reply
Manuel
Dataiker Alumni

Hi,

What you describe sounds similar to model partitioning, in which you train different models for each value of a partition column. Have a look:

https://doc.dataiku.com/dss/latest/machine-learning/partitioned.html

I hope this helps.

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