Question

In: Statistics and Probability

Find b0, b1, and b2  to fit the second degree parabola =b0+b1 x+b2 x2 for the following...

Find b0, b1, and b2  to fit the second degree parabola =b0+b1 x+b2 x2 for the following data:

x

1

2

3

4

y

1.7

1.8

2.3

3.2

b0 = -2, b1=-0.5, b2 = -0.2

b0 =2, b1= -0.5, b2 = 0.2

b0 =2, b1=0.5, b2 =0.2   

b0 =2, b1=0.5, b2 = -0.2   

Solutions

Expert Solution

Please note x2 = x2

                                 X3 = x3

And so on.

The equation is y=a+bx+cx2 and the normal equations are

∑y=an+b∑x+c∑x2

∑xy=a∑x+b∑x2+c∑x3

∑x2y=a∑x2+b∑x3+c∑x4


The values are calculated using the following table

x

y

x2

x3

x4

x⋅y

x2⋅y

1

1.7

1

1

1

1.7

1.7

2

1.8

4

8

16

3.6

7.2

3

2.3

9

27

81

6.9

20.7

4

3.2

16

64

256

12.8

51.2

---

---

---

---

---

---

---

∑x=10

∑y=9

∑x2=30

∑x3=100

∑x4=354

∑x⋅y=25

∑x2⋅y=80.8



Substituting these values in the normal equations


4a+10b+30c=9

10a+30b+100c=25

30a+100b+354c=80.8


Solving these 3 equations,
Total Equations are 3

4a+10b+30c=9→(1)

10a+30b+100c=25→(2)

30a+100b+354c=80.8→(3)


Select the equations (1) and (2), and eliminate the variable a.

4a+10b+30c= 9

×5→

20a

+

50b

+

150c

=

45

10a+30b+100c = 25

×2→

20a

+

60b

+

200c

=

50

-

10b

-

50c

=

-5

→ (4)



Select the equations (1) and (3), and eliminate the variable a.

4a+10b+30c        =     9

×15→

60a

+

150b

+

450c

=

135

30a+100b+354c =   80.8

× 2→

60a

+

200b

+

708c

=

161.6

-

50b

-

258c

=

-26.6

→ (5)




Select the equations (4) and (5), and eliminate the variable b.

-10b-50c =     -5

× 5→

-

50b

-

250c

=

-25

-50b-258c= -26.6

× 1→

-

50b

-

258c

=

-26.6

8c

=

1.6

→ (6)



Now use back substitution method
From (6)
8c=1.6

⇒c=1.68=0.2

From (4)
-10b-50c=-5

⇒-10b-50(0.2)=-5

⇒-10b-10=-5

⇒-10b=-5+10=5

⇒b=5-10=-0.5

From (1)
4a+10b+30c=9

⇒4a+10(-0.5)+30(0.2)=9

⇒4a+1=9

⇒4a=9-1=8

⇒a=84=2

Solution using the Elimination Method.
a=2,b=-0.5,c=0.2

Now substituting these values in the equation is y=a+bx+cx2, we get

y = 2 - 0.5 x + 0.2 x2

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