Generate and explain the derivation of insights using regression analysis and its associated visualization Differentiate between the signals identified by business analytics and the noise that is inherent in the system.

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
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Generate and explain the derivation of insights using regression analysis and its associated visualization Differentiate between the signals identified by business analytics and the noise that is inherent in the system.

SUMMARY OUTPUT
Regression Statistics
Multiple R
0.248625
R Square
0.061815
Adjusted R Squa
-0.032
Standard Error
3.812356
Observations
12
ANOVA
df
Significance F
SS
MS
F
Regression
9.576115842 9.576116 0.658874333
0.435852855
Residual
10
145.3405508 14.53406
Total
11
154.9166667
Coefficients Standard Error
t Stat
P-value
Lower 95%
Upper 95%
Lower 95.0% Upper 95.0%
Intercept
6.961044
4.596238954 1.514509 0.160845195
-3.28001492 17.20210225
-3.28001492
17.20210225
Flight Time
2.726943
3.359501282 0.811711 0.435852855
-4.758492044 10.21237862 -4.758492044
10.21237862
Transcribed Image Text:SUMMARY OUTPUT Regression Statistics Multiple R 0.248625 R Square 0.061815 Adjusted R Squa -0.032 Standard Error 3.812356 Observations 12 ANOVA df Significance F SS MS F Regression 9.576115842 9.576116 0.658874333 0.435852855 Residual 10 145.3405508 14.53406 Total 11 154.9166667 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Intercept 6.961044 4.596238954 1.514509 0.160845195 -3.28001492 17.20210225 -3.28001492 17.20210225 Flight Time 2.726943 3.359501282 0.811711 0.435852855 -4.758492044 10.21237862 -4.758492044 10.21237862
Airplanes
Folds
Flight Time
Flight Time
1
7
1.2
2.5
11
1.63
3
13
1.16
2.
4
5
0.75
5
9
1.18
1.5
y = -0.0013x + 1.3365
• R2 = 0.0002
10
2.01
7
12
1.48
Flight Time
1
8
8
1.73
.... Linear (Flight Time )
9
14
1.23
0.5
10
15
1.31
11
6
0.96
12
17
1.3
2
6.
8.
10
12
14
Axis Title
CUAAA A0DY OUTDUT
Airplanes/ Folds
Transcribed Image Text:Airplanes Folds Flight Time Flight Time 1 7 1.2 2.5 11 1.63 3 13 1.16 2. 4 5 0.75 5 9 1.18 1.5 y = -0.0013x + 1.3365 • R2 = 0.0002 10 2.01 7 12 1.48 Flight Time 1 8 8 1.73 .... Linear (Flight Time ) 9 14 1.23 0.5 10 15 1.31 11 6 0.96 12 17 1.3 2 6. 8. 10 12 14 Axis Title CUAAA A0DY OUTDUT Airplanes/ Folds
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