Existence And Uniqueness Of Interpolating Polynomial
Existence And Uniqueness Of Interpolating Polynomial
We now examine the existence and uniqueness of a polynomial that interpolates a function f(x) at a given set of distinct nodes x₀,x₁,x₂….xₙ . Note that the interpolation means if i≠j then xᵢ≠xⱼ .
Suppose Pₙ(x) given by is the polynomial interpolating f at a set of n+1 distinct points x₀,x₁,x₂……xₙ . Then we have
Pₙ(x) = fᵢ= f(xᵢ) ; i= 0,1,2….n
a₀+a₁x₀+…..+aₙx₀ⁿ = f₀
⇒ a₀ + a₁x₁ + ….+aₙx₁ⁿ = f₁
……………………………….. }...(2.2.1)
a₀ + a₁xₙ + …….+aₙxₙⁿ = fₙ
This is a system of n+1 linear equations in n+1 unknowns : a₀,a₁,a₂…..aₙ; hence the system will have a unique solution if the determinant
Δ = DET(f₀,f₁,......fₙ) ≠ 0 ..........(2.2.2)
Indeed , the value of the determinant Δ is not zero since
Δ = Π (xᵢ - xⱼ) 0≤j≤i≤n
xᵢ ≠ xⱼ for i≠ j as the points x₀,x₁,....xₙ are distinct .
Therefore an unique interpolating polynomial exists whose co_ efficients are the solution of the system of linear equations (2.2.1) for a given function and a given set of nodes aᵢ and functional values fᵢ .
Note :
If the number of interpolating points are n+1 , then the degree of the interpolating polynomial ≤ n .
The Alternative Method :
→ The uniqueness of the interpolating polynomial can be demonstrated in the following alternative way .
Let qₙ(x) be a polynomial of degree ≤ n which also interpolates f(x) at the points x₀,x₁,x₂,....xₙ . Let
Φ(x) = pₙ(x) - qₙ(x)
Then Φ(x) is a polynomial of degree ≤ n
However , Φ(xⱼ) = pₙ(xⱼ) - qₙ(xⱼ) = fⱼ - fⱼ = 0
for j = 0,1,2......n
Thus Φ(x) which is a polynomial of degree≤ n has n+1 zeros ,x₀,x₁,x₂,.....xₙ .
This can happen only if Φ(x) = 0
i.e if pₙ(x) = qₙ(x) .
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