In: Statistics and Probability
Here is data with y as the response variable.
x | y |
---|---|
43.2 | 52.4 |
52.8 | 58.7 |
52.5 | 48.6 |
189.8 | 112.4 |
64.6 | 49.8 |
47.6 | 57.2 |
31.4 | 36.4 |
66.6 | 60.1 |
Make a scatter plot of this data. Which point is an
outlier?
Enter as an ordered pair. For example (a,b) - with
parenthesis.
Find the regression equation for the data set
without the outlier.
Enter as an equation of the form y=a+bxy=a+bx. Rounded to three
decimal places. For this WAMAP question, do not include the hat in
y-hat.
Find the regression equation for the data set with
the outlier.
Enter as an equation of the form y=a+bxy=a+bx. Rounded to three
decimal places. For this WAMAP question, do not include the hat in
y-hat.
Is this outlier an influential point? An influential point, when
removed from the data, will change the regression equation
drastically.
....................
(43.2, 52.4)
(52.8 , 58.7)
(52.5 , 48.6)
(189.8 ,112.4
(64.6 , 49.8)
(47.6 , 57.2)
(31.4 , 36.4)
(66.6 , 60.1)
)
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 358.7 | 363.2 | 889.9571429 | 397.4 | 388.55 |
mean | 51.24 | 51.89 | SSxx | SSyy | SSxy |
sample size , n = 7
here, x̅ = Σx / n= 51.24 ,
ȳ = Σy/n = 51.89
SSxx = Σ(x-x̅)² = 889.9571
SSxy= Σ(x-x̅)(y-ȳ) = 388.6
estimated slope , ß1 = SSxy/SSxx = 388.6
/ 889.957 = 0.4366
intercept, ß0 = y̅-ß1* x̄ =
29.5131
so, regression line is Ŷ =
29.513 + 0.437
*x
.............
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 548.2 | 475.6 | 17615.615 | 3601.6 | 7709.27 |
mean | 68.53 | 59.45 | SSxx | SSyy | SSxy |
sample size , n = 8
here, x̅ = Σx / n= 68.53 ,
ȳ = Σy/n = 59.45
SSxx = Σ(x-x̅)² = 17615.6150
SSxy= Σ(x-x̅)(y-ȳ) = 7709.3
estimated slope , ß1 = SSxy/SSxx = 7709.3
/ 17615.615 = 0.4376
intercept, ß0 = y̅-ß1* x̄ =
29.4608
so, regression line is Y =
29.461 + 0.438 *x
...............
...................
THANKS
revert back for doubt
please upvote