a. When controlling for both house size and lot size, the number of bedrooms has a significant linear relationship with sale price.  b. Lot size is more important than house size.  c. Both lot size and house size are significant determinants.  d. None of the individual variables show significant linear relationship with sale price.

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
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a. When controlling for both house size and lot size, the number of bedrooms has a significant linear relationship with sale price. 

b. Lot size is more important than house size. 

c. Both lot size and house size are significant determinants. 

d. None of the individual variables show significant linear relationship with sale price. 

SUMMARY OUTPUT
Regression Statistics
Multiple R
R Square
Adjusted R Squa 0.546248
0.74833
0.559998
Standard Error
25022.71
Observations
100
ANOVA
df
SS
MS
ignificance F
Regression
3 7.65E+10 2.55E+10
40.7269 4.57E-17
Residual
96 6.01E+10 6.26E+08
Total
99 1.37E+11
Coefficientstandard Err
t Stat
P-value Lower 95% Upper 95%.ower 95.0%/pper 95.0%
Intercept
37717.59 14176.74 2.660526 0.009145 9576.985
65858.2 9576.985
65858.2
Bedrooms
2306.081 6994.192 0.329714 0.742335 -11577.3 16189.44 -11577.3 16189.44
House Size
74.29681 52.97858 1.402393 0.164023
-30.8648 179.4585
-30.8648 179.4585
Lot Size
-4.36378
17.024
-0.25633 0.798244 -38.1562 29.42859 -38.1562 29.42859
Transcribed Image Text:SUMMARY OUTPUT Regression Statistics Multiple R R Square Adjusted R Squa 0.546248 0.74833 0.559998 Standard Error 25022.71 Observations 100 ANOVA df SS MS ignificance F Regression 3 7.65E+10 2.55E+10 40.7269 4.57E-17 Residual 96 6.01E+10 6.26E+08 Total 99 1.37E+11 Coefficientstandard Err t Stat P-value Lower 95% Upper 95%.ower 95.0%/pper 95.0% Intercept 37717.59 14176.74 2.660526 0.009145 9576.985 65858.2 9576.985 65858.2 Bedrooms 2306.081 6994.192 0.329714 0.742335 -11577.3 16189.44 -11577.3 16189.44 House Size 74.29681 52.97858 1.402393 0.164023 -30.8648 179.4585 -30.8648 179.4585 Lot Size -4.36378 17.024 -0.25633 0.798244 -38.1562 29.42859 -38.1562 29.42859
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