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How `subsample` parameter affect XGBRegressor for a time series data

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@sachinkalsi wrote:

Hello,

I was going through this article about parameter tuning in Xgboost.

Here we have a parameter called subsample which is the fraction of observations to be randomly samples for each tree.

If we have data which has a temporal nature (time series data), how this parameter would affect ?
If we allow algo to randomly sample data, then we loose the temporal nature of the data. So what should be the value of subsample ?
Should we set it 1 ?
Any suggestions are most welcome.

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