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4. Which of the following statements is NOT TRUE of logistic regression?
a. Outcomes need to be categorical nominal
b. There are no interaction terms in a logistic regression model.
c. The underlying equation/math models the probability of a specific outcome occurring
d. The strength of results can be expressed using odds ratios

Respuesta :

Answer:

b. should be true

Explanation:

Lanuel

The statement which is not true of logistic regression is: a. Outcomes need to be categorical nominal.

A logistic regression can be defined as a predictive analysis that can be used to model the probability of a categorical event or class existing.

Basically, a logistic regression is a classification model that can be used to predict a dependent data variable (binary outcome) by analyzing the relationship existing between one or more independent data variables.

Some of the characteristics of logistic regression include the following:

  • There must be interaction terms in a logistic regression model.
  • The strength of results in a logistic regression model can be expressed using odds ratios (OR).
  • The underlying equation (math) can be used to model the probability of a specific outcome occurring.
  • A logistic regression model must contain a categorical data such as: pass or fail, good or bad, tall or short, alive or dead, yes or no, win or lose, etc.

In conclusion, the outcome of a logistic regression model need not to be categorical but a nominal data (binary outcome).

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