Derivation of Newton's Fundamental Interpolation Formula
Derivation of Newton's Fundamental Interpolation Formula:
Let y = f (x) be a function with given values yᵢ = f(xᵢ) for (n+1) points x₀,x₁,x₂,.....,xₙ . Our aim is to construct a polynomial Φ(x) of degree not higher than n satisfying the following conditions
Φ(xᵢ) =yᵢ=f(xᵢ) ........(1)
for i = 0,1,2...,n
Let us take the polynomial Φ(x) in the following form
Φ(x) =a₀+a₁(x-x₀)+a₂(x-x₀)(x-x₁)+a₃(x-x₀)(x-x₁)(x-x₂) + ......+aₙ(x-x₀)(x-x₁)(x-x₂)....(x-xₙ)
........(2)
where a₀,a₁,....aₙ i.e aᵢ's are constants to be determined .
Putting i=0 in equation (1) ,we get
Φ(x₀) = y₀ = f(x₀) i.e f(x₀) = Φ(x₀)
Again , putting x= x₀ in equation (2) ,we get
Φ(x₀) = a₀ ⇒a₀ = f(x₀)
⇒a₀ = f[x₀] .......(3)
Putting i =1 in and x= x₁ in (2) ,we get
f(x₁) = Φ(x₁)
and Φ(x₁) = a₀ + a₁(x₁-x₀)
or, f(x₁) = a₀ +a₁(x₁-x₀)=f(x₀) +a₁(x₁-x₀)
⇒a₁ = f(x₁)-f(x₀) / x-x₀ = f[x₀,x₁] .........(4)
Putting i =2 in equation (1) and x= x₂ in equation (2) we get Φ(x₂) = f(x₂)
and Φ(x₂) = a₀+ a₁(x₂-x₀) + a₂(x₂-x₀)(x₂-x₁)
f(x₂) = a₀ + a₁(x₂-x₀) + a₂(x₂-x₀)(x₂-x₁)
or , f(x₂) = f(x₀) + [f(x₁)-f(x₀)/x-x₀](x-x₀) +
a₂ (x₂-x₀)(x₂-x₁)
or,a₂(x₂-x₀)(x₂-x₁)=f(x₂)-f(x₀) -[f(x₁)-f(x₀)/x₁-x₀]
(x₂-x₀)
or, a₂ = f(x₁)-f(x₀) / (x₂-x₀)(x₂-x₁) -
(x₂-x₀)f[x₀,x₁] /(x₂-x₀)(x₂-x₁)
= f[x₀,x₂] /(x₂-x₁) - f[x₀,x₁] / (x₂-x₁)
= f[x₀,x₁] - f[x₀,x₁]/(x₂-x₁) = f[x₀,x₁,x₂]
........(5)
Similarly , we have
a₃ = f[x₀,x₁,x₂,x₃]
a₄ = f[x₀,x₁,x₂,x₃,x₄]
.................................
aₙ = f[x₀,x₁,..........xₙ]
Putting these values of a₀,a₁,a₂,a₃,......aₙ in equation (2) we get
Φ(x) = f[x₀] + (x-x₀)f[x₀,x₁] +
(x-x₀)(x-x₁)f[x₀,x₁,x₂]+.........+
(x-x₀)(x-x₁).....(x-xₙ₋₁)f[x₀,x₁,x₂,...xₙ]
.............(6)
Equation(6) is called the Newton's Fundamental Interpolation Formula .It is also called Newton's Divided Difference Interpolation Formula .
Example :
Form the interpolation polynomial for the function y = f(x) given by in the table
using Newton's interpolation formula .
X -1 1 4 6
Y 1 -3 21 127
Solution :
Given that
X -1 1 4 6
Y 1 -3 21 127
The Divided Difference Table is
We know from Newton's Divided Difference Interpopation Formula that
f(x)=f[x₀]+(x-x₀)f[x₀,x₁] +(x-x₀)(x-x₁)f[x₀,x₁,x₂]
+(x-x₀)(x-x₁)(x-x₂)f[x₀,x₁,x₂,x₃] ...(1)
Here x₀= -1 , x₁ = 1 , x₂ = 4 , x₃ = 6
f[x₀] = 1 , f[x₀,x₁] = -2 , f[x₀,x₁,x₂] = 2 ,
f[x₀,x₁,x₂,x₃] =1
Putting the above values in equation (1) we get ,
f(x) = 1+ (x+1)(-2) + (x+1)(x-1)(2) +
(x+1)(x-1)(x-4)(1)
=1 -2(x+1) + 2(x+1)(x-1) + (x+1)(x-1)(x-4)
= x³ -2x² -3x +1
Which is required polynomial .
About Scientist :
Sir Isaac Newton FRS PRS was an English mathematician, physicist, astronomer, theologian, and author who is widely recognised as one of the most influential scientists of all time, and a key figure in the scientific revolution for more.
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