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Posted 12-05-2016 06:58 AM
(1568 views)

Hi All,

Another question regarding logistic regression.

If you have enough volume of 'Events' does that matter how small your 'event rate' is ? I have data where Even rate is 1.3% but I have around 16K number of events in around 1.2m observations. I understand my even rate is very low but I think its enough volume to test around 20 variables in the logistic reg?

I have read few articles but honestly I am still confused if there is need to do any sampling. Many articles say if you have less than 10% even rate, you should consider oversampling but I think that is required only if you have less volume of events? Any thoughts?

Thanks

Sachin

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Sorry, I tried to read this but it did not ans my question. If its about SAS showing significant results or confidence intervals, then yes my results are showing that.

What I am trying to understand is:

If I have enough volume of Events does the event rate matter? I have 16K Event out of 1.2 million obs and event rate of approx 1.3%.

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Hi Ksharp, Appreciate your replies and your views.

With all respect I don't think this is true. I do think that based on the number of independent variables I am testing (20 in this case), if I have enough volume of events (10k in this case), low event rate does not matter because there are enough events for each variable. 'I think' it is fine in case of Logistic Regression but not sure about other algorithms.

Can you share any link/source which says and explains that event rate has to be of a certain level for logistic regression irrespective of volume of events?

Again these are just my views so looking forward for someone else reply as well.

With all respect I don't think this is true. I do think that based on the number of independent variables I am testing (20 in this case), if I have enough volume of events (10k in this case), low event rate does not matter because there are enough events for each variable. 'I think' it is fine in case of Logistic Regression but not sure about other algorithms.

Can you share any link/source which says and explains that event rate has to be of a certain level for logistic regression irrespective of volume of events?

Again these are just my views so looking forward for someone else reply as well.

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