Existence and uniqueness of the interpolating polynomial
Statement
Given distinct nodes and values , there exists exactly one polynomial of degree at most such that for every .
Why is it true?
A degree-n polynomial has exactly n+1 free coefficients, and pinning down n+1 point values uses up exactly that many degrees of freedom — no more, no less — so there is room for one solution and no room for two different ones.
Proof sketch
Step 1 (existence). The Lagrange construction with already satisfies for every , since equals when and otherwise, so the sum collapses to the single term . So at least one valid exists, and each has degree exactly (a product of linear factors), so has degree at most .
Step 2 (suppose two solutions). Suppose is any other polynomial of degree at most with for every . Consider the difference . Since both and have degree at most , so does .
Step 3 (count the roots of the difference). For every node , . Since there are distinct nodes , has at least distinct roots.
Step 4 (force D to be identically zero). A nonzero polynomial of degree at most can have at most roots (each root contributes one linear factor, and a degree- polynomial cannot contain more than such factors). Since has roots, more than its degree allows unless is the zero polynomial, we conclude , i.e. . So the interpolating polynomial found in Step 1 is the only one.
Topics that use this theorem
Step-by-step proofs
No step-by-step proof yet for this theorem.