Chapter 2 Flashcards
What are statistics used for?
To make inferences about unknown population parameters.
What are inferences?
estimates or decisions
Why are all statistics random variables?
Because all statistics are functions of random variables observed in a sample
What is the test concerning B_1, the slope of the regression line.
H_0: B_1 = 0 (there is no linear association between Y and X)
H_1: B_0 not equal 0
Why is the probability distribution of Y identical when B_1 = 0?
Since (in the model) all probability distributions of Y are normal with constant variance
What is the sampling distribution of b_1?
The sampling distribution of b_1 refers to the different values of b_1 that would be obtained with repeated sampling when the levels of the predictor variable X are held constant from sample to sample.
What is E[b_1] and V[b_1] for a normal regression model where the sampling distribution of b_1 is normal, with mean and variance…
E[b_1]= B_1 V[b_1]= ((sigma)^2)/ Sum(X_i - Xbar)^2
T/F: b_1 is not a linear combination of the Y_i
F: “The normality of the sampling distribution of b_1 follows at once from the fact that b_1 is a linear combination of the Y_i.