When Using Logistic Regression, Where P Being the Probability That $p\left(\beta_{0}+\beta_{1} X_{1}+\beta_{2} X_{2}+\ldots+\beta_{k} X_{k}\right)$

question 10

Multiple Choice

When using logistic regression, where p being the probability that the dependent variable Y = 1, X1, X2 ..., Xk are the independent variables, and β0, β1, β2 ..., βk are unknown regression coefficients, is called the odds of belonging to category 1(Y = 1) .

• A) \( p\left(\beta_{0}+\beta_{1} X_{1}+\beta_{2} X_{2}+\ldots+\beta_{k} X_{k}\right) \)
• B) \( \frac{p}{1+k_{k}-\beta 0+\beta_{1} X_{1}+\beta_{2} X_{2}+\ldots+\beta_{k} X_{k}} \)
• C) \( \frac{p}{1-p} \)
• \( \Sigma \beta_{i} X_{i} \)
• D) \( \frac{i=1}{p} \)

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Definitions:

Attribution Theory

A concept in social psychology that explores how individuals infer the causes of others' behavior, attributing it to either internal dispositions or external situations.

Internal And External Attributions

The process of explaining one's own behavior and the behavior of others by attributing causes to internal dispositions or to external situations.

Attribution Errors

Cognitive biases that occur when an individual incorrectly assigns cause or blame to events based on their perception, often overlooking external factors.

Perceptual Process

The sequence of steps by which individuals select, organize, and interpret sensory information to represent and understand their environment.