What are the Limitations of Bagging Trees?

[vishrut-singhal]

The major limitation of bagging trees is that it uses the entire feature space when creating splits in the trees.

Suppose from all the variables within the feature space, some are indicating certain predictions, so there is a risk of having a forest of correlated trees, which actually increases bias and reduces variance. So, our objective is not achieved due to these issues.