Which of the following is the basic idea of the decision tree technique?
A) to perform an RMF analysis and rank consumer according to their purchasing patterns
B) to select attributes that are most useful for classifying entities on some criterion
C) to produce computer programs for information systems
D) to use the minimum difference among the groups created by the decision tree algorithm

Question

Quizplus · Accepted Answer

The basic idea of the decision tree technique is to select the attributes that are most useful for classifying entities based on some criterion. The decision tree algorithm creates a tree-like structure in which each node represents an attribute, with the branches emanating from the node representing the possible values of the attribute. By recursively partitioning the data based on the most informative attributes, the decision tree can classify new instances based on their attribute values. Therefore, option B is the correct answer. Option A is incorrect because RMF analysis is unrelated to decision trees. Option C is incorrect because decision trees do not produce computer programs but rather provide a visual representation of a decision-making process. Option D is incorrect because there is no mention of the "minimum difference" in the context of decision trees.

Which of the Following Is the Basic Idea of the Decision