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DY0-001 · Question #80

Which of the following is the naive assumption in Bayes' rule?

The correct answer is B. Independence. Naive Bayes assumes that all predictor variables are conditionally independent of each other given the class label, dramatically simplifying the joint probability calculation in Bayes' rule.

Machine Learning

Question

Which of the following is the naive assumption in Bayes' rule?

Options

  • ANormal distribution
  • BIndependence
  • CUniform distribution
  • DHomoskedasticity

How the community answered

(14 responses)
  • A
    7% (1)
  • B
    93% (13)

Explanation

Naive Bayes assumes that all predictor variables are conditionally independent of each other given the class label, dramatically simplifying the joint probability calculation in Bayes' rule.

Topics

#Naive Bayes#independence assumption#probabilistic model#Bayes rule

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