chpt 14 review Flashcards

1
Q

With simple linear regression how many variables do we use

A

1 dependent and 1 independent variable

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2
Q

in simple linear regression what doe we use to appropximate the realtionship

A

a straight line

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3
Q

what is the line type to calculate slope and intercept

A

see sheet

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4
Q

what is the formula for slope

A

see sheet

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5
Q

what is the formula for intercept

A

see sheet

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6
Q

what is the line type to use for calculating SST/SSR/SSE/ R2/ and rxy

A

see sheet

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7
Q

What is the formula for r 2 (coefficent of determination)

A

SSR/SST

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8
Q

what does the coefficient of determination tell us

A

% of variation that can be explained by the ….. the gregression equation?

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9
Q

WHat are some importing things about the coefficent of determination

A
  1. cannot be negative

2. larger values imply that the observations are more closely gropued around the lease squares line

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10
Q

what is the formula for rxy (correlation coefficent)

A

sqaure root of r2

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11
Q

what does correlation coefficent tell us

A

strength of association b/w x and y

values are b/w 1 and -1

  • values are positive or negative dependent on the slop (is it positive or negative)
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12
Q

Testing for significance for simple linear regression what is the null and alternative hypothesis

A

Ho: B1 = 0
Ha: B1 does not equal 0

NOTE: two tailed test

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13
Q

What are the rules for a two tailed test for a t-test

A

if positive, double the p-value

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14
Q

When testing for significance for simple linear regression what kind of tests can we use

A

t- test and F- test

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15
Q

In simple linear regression when you reject the t-test or the F- test what can you conclude

A

Reject Ho: conclude that a statistically significant relationship exists

Do Not reject Ho: not significant, conclude that no statistical evidence a significant relationship exists

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16
Q

How do you calculate the t-test for simple linear regression

A

t= bi/ sbi

17
Q

How do you calculate sbi

A
  1. MSE = sse/n-2
  2. s = square root of MSE
  3. sbi = s/ sqaure root of sum (xi-xbar) square
18
Q

what are the degrees of freedom for t test in simple linear regression

A

n-2

19
Q

What is the formula for the F test in simple linear regression and what is the d-f

A

MSR/MSE

df - is what the df is for MSR and MSE

MSR df =
MSE df =

20
Q

What is the confidence interval for simple linear regression

A

if 0 is included in the ibterval then …..

calculation: bi +/- ta/2sbi

21
Q

in simple linear regression are the t-test and F-test provide the same result?

A

yes

22
Q

For confidence and prediction intervals they are more precise when

A

the value of the independent value X* is closer to Xbar

23
Q

which interval is wider confidence or prediction

A

prediction interval

24
Q

What is the confidence interval used for

A

estimate of the MEAN value of Y for a given value of x

25
Q

What is the prediction interval used for

A

used to predict the value of the dep. var y for a NEW observation

26
Q

What do you use to MEASURE of how well the estimated regression line FITS the data

A

R2

Coefficient of Determination

27
Q

What test do we use to test whether B1 is significant

A

t-test bi/sbi