Lecture Notes Flashcards

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Flashcards covering key vocabulary and definitions from lecture notes on statistical inference, hypothesis testing, and error types.

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13 Terms

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Population Proportion

The true proportion of a characteristic in a population.

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Hypothesis Testing

A statistical method used to evaluate a claim or hypothesis about a population parameter.

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Significance Level (α)

The probability of rejecting the null hypothesis when it is actually true (Type I error).

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Slope of Regression Line

The change in the predicted value of the dependent variable for every one-unit increase in the independent variable.

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Chi-Squared Test

A statistical test used to examine the association between categorical variables.

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Type 1 Error

Rejecting the null hypothesis when it is true. Also known as a false positive.

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Type 2 Error

Failing to reject the null hypothesis when it is false. Also known as a false negative.

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Power

The probability of correctly rejecting a false null hypothesis.

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Confidence Interval

A range of values that is likely to contain the true population parameter with a certain level of confidence.

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Degrees of Freedom (df)

A value that determines the shape of the t-distribution and chi-square distribution, depends on the sample size and the number of parameters being estimated.

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Expected Counts Condition

For chi-squared tests, all expected counts must be greater than or equal to 5.

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Linear Regression

A statistical method used to model the relationship between a dependent variable and one or more independent variables by fitting a linear equation to observed data

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Normal Distribution

A continuous probability distribution which is symmetrical around the mean, and has a bell shape