Question

In: Statistics and Probability

Making a forecast for the following daily closing price level which method arrses, holt and holt-winter)...

Making a forecast for the following daily closing price level which method arrses, holt and holt-winter) give reason . forecast the last closing price level?

1

2

3

4

5

6

7

8

9

10

8039

8088

8083

8169

8164

8192

8209

8209

8225

8219

11

12

13

14

15

16

17

18

19

20

8200

8255

8250

8260

8293

8299

8284

8299

8299

1. (20 points) i am going to use ________ method because _____

2.(20 points) Forecast value for the 19th price level is ____

According to the following table do you think that there exist a relationship between dependent variable (GNP) and independent variables (x1).

3.Write down the hypothesis (10 points)

Solutions

Expert Solution

(1) I am going to use quadratic polynomial method because scatter plot showed some curve on the trend

the quadratic model is given as y=8037.35+26.1642*t-0.6659*t^2

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.967423
R Square 0.935908
Adjusted R Square 0.927896
Standard Error 20.69577
Observations 19
ANOVA
df SS MS F Significance F
Regression 2 100071.6 50035.8 116.8201 2.85E-10
Residual 16 6853.038 428.3149
Total 18 106924.6
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 8037.35 15.88685 505.9122 4.58E-35 8003.671 8071.028
t 26.1642 3.657936 7.152723 2.3E-06 18.40973 33.91868
t2 -0.66593 0.177687 -3.74777 0.001756 -1.04261 -0.28925

(2) for t=19 the y^=8037.35+26.1642*19-0.6659*19*19=8294.08

(3) the correlation =r=0.9378

null hypothesis H0:=0 and

alternate hypothesis Ha:

we use t-test for its significance  test and

t =r/sqrt[(1—r2)/(n—2)]=0.9378/sqrt((1-0.9378*0.9378)/(19-2))=11.13 with n-2=19-2=17 df

and critical t(0.05/2.17)=2.11 is less than calculated t=11.13, so we reject H0 and conclude that there is significant  correlation between dependent variable (GNP) and independent variables (x1).


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