tends to be.

mtry tends to be.

tends to be.

5. The larger the number of categorical features, the smaller the

6. The larger the number of trees, the smaller the mtry tends to be.
7. The larger the number of instances, the larger the sample fraction

8. The replace parameter is usually set to True.
9. The respect unordered factors parameter is usually set to False.

Space: 5906

1. Smaller datasets tend to have smaller alpha and eta values, while

larger datasets tend to have larger values.

2. Datasets with more features tend to have larger colsample bylevel

and colsample bytree values, while datasets with fewer features tend
to have smaller values.

3. Datasets with more numeric features tend to have larger lambda and

max depth values, while datasets with fewer numeric features tend to
have smaller values.

4. Smaller datasets tend to have smaller nrounds and subsample

values, while larger datasets tend to have larger values.
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