Decision trees don't have to be representations of decision making ... This kind of thinking underlies the ID3 algorithm for learning decisions trees, which we will describe more formally below.

In the random forests 8 approach, many different decision trees are grown by a randomized tree-building algorithm. The training set is sampled with replacement to produce a modified training set ...