Decision Tree Learning

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Questions and Answers

What is each path from the tree root to a leaf equivalent to?

  • A disjunction of attribute tests
  • A Boolean or binary classification
  • A conjunction of attribute tests (correct)
  • A classification of medical patients by their disease

What is the primary function of a decision tree?

  • To visualize high-dimensional data
  • To identify correlations between features
  • To classify instances into distinct categories (correct)
  • To predict continuous values

What is a characteristic of instances in decision tree learning?

  • They are described by a fixed set of attributes and their values (correct)
  • They are classified into a continuous set of categories
  • They have no missing attribute values
  • They are represented by a variable set of attributes

What is the role of a decision node in a decision tree?

<p>To specify a test of an attribute of the instance (D)</p> Signup and view all the answers

What type of output values does the target function have in decision tree learning?

<p>Discrete output values (D)</p> Signup and view all the answers

How does a decision tree classify an instance?

<p>By sorting the instance down the tree from the root to a leaf node (C)</p> Signup and view all the answers

What is the relationship between the branches and attributes in a decision tree?

<p>Each branch corresponds to a possible value of an attribute (B)</p> Signup and view all the answers

What is a strength of decision tree learning methods?

<p>They can handle errors in the training data and missing attribute values (A)</p> Signup and view all the answers

What type of problems are decision tree learning methods often applied to?

<p>Classification problems with discrete output values (A)</p> Signup and view all the answers

What is the representation of a decision tree?

<p>A disjunction of conjunctions of constraints on attribute values (B)</p> Signup and view all the answers

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