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Neville’s Interpolation
Dr. Varun Kumar
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 1 / 6
Outlines
1 Introduction to Neville’s algorithm
Example
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 2 / 6
Introduction to Neville’s algorithm
Important points
⇒ Neville’s algorithm is an algorithm used for polynomial interpolation.
⇒ This algorithm was derived by the mathematician Eric Harold Neville.
⇒ Given n + 1 points, there is a unique polynomial of degree ≤ n which
goes through the given points.
⇒ Neville’s algorithm is based on the Newton form of the
interpolating polynomial and the recursion relation for the divided
differences.
Neville’s algorithm
⇒ Let x0, x1, ...., xn are n + 1 input points and y0, y1, ...., yn are
corresponding n + 1 output point.
p(x) =
(x − x1)(x − x2)...(x − xn)
(x0 − x1)(x0 − x2)...(x0 − xn)
y0 + ... +
(x − x0)(x − x1)...(x − xn−1)
(xn − x0)(xn − x1)...(xn − xn−1)
yn
(1)
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 3 / 6
Continued–
⇒ Some mathematical representation
p01 =
x − x1
x0 − x1
y0 +
x − x0
x1 − x0
y1 (2)
⇒ If only two input points are corresponding output points are given.
⇒ Let p234 is another polynomial that can be expressed as
p234 =
(x − x3)(x − x4)
(x2 − x3)(x2 − x4)
y2 +
(x − x2)(x − x4)
(x3 − x2)(x3 − x4)
y3 +
(x − x2)(x − x2)
(x4 − x2)(x4 − x3)
y4 (3)
Theorem : Let f be a function defined at x0, x1, ..., xk and let xi and xj
are two distinct number in this set
p(x) =
(x − xj )p0,1,...j−1,j+1,..k − (x − xi )p0,1,...i−1,i+1,..k
xi − xj
(4)
Ex-
p01234 =
(x − x0)p1234 − (x − x1)p0234
x1 − x0
(5)
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 4 / 6
Continued–
⇒ Since
p(x) =
(x − xj )p0,1,...j−1,j+1,..k − (x − xi )p0,1,...i−1,i+1,..k
xi − xj
(6)
⇒ Hence
p(xi ) =
(xi − xj )p0,1,...j−1,j+1,..k − 0
xi − xj
= f (xi ) = p0,1,...j−1,j+1,..k (7)
⇒ Similarly
p(xj ) =
0 − (xi − xj )p0,1,...i−1,i+1,..k
xi − xj
= f (xj ) = p0,1,...i−1,i+1,..k (8)
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 5 / 6
Continued–
Q- Find f(1.5), where a input-output table has been given below
x f
x0 1 0.7651 p0
x1 1.3 0.6200 p1
x2 1.6 0.4554 p2
x3 1.9 0.2818 p3
x4 2.2 0.1103 p4
p01(x) =
(x − x0)p1 − (x − x1)p0
x1 − x0
→ p01(1.5) = 0.5233
⇒ Similarly p12(1.5) = 0.5102, p23(1.5) = 0.5132, p34(1.5) = 0.5104
⇒ Similarly p012(1.5) = 0.5121, p123(1.5) = 0.5112, p234(1.5) = 0.5137
⇒ Similarly p0123(1.5) = 0.5118, p1234(1.5) = 0.5118 and p01234(1.5) = 0.5118
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 6 / 6

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Neville's Interpolation Algorithm Explained

  • 1. Neville’s Interpolation Dr. Varun Kumar Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 1 / 6
  • 2. Outlines 1 Introduction to Neville’s algorithm Example Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 2 / 6
  • 3. Introduction to Neville’s algorithm Important points ⇒ Neville’s algorithm is an algorithm used for polynomial interpolation. ⇒ This algorithm was derived by the mathematician Eric Harold Neville. ⇒ Given n + 1 points, there is a unique polynomial of degree ≤ n which goes through the given points. ⇒ Neville’s algorithm is based on the Newton form of the interpolating polynomial and the recursion relation for the divided differences. Neville’s algorithm ⇒ Let x0, x1, ...., xn are n + 1 input points and y0, y1, ...., yn are corresponding n + 1 output point. p(x) = (x − x1)(x − x2)...(x − xn) (x0 − x1)(x0 − x2)...(x0 − xn) y0 + ... + (x − x0)(x − x1)...(x − xn−1) (xn − x0)(xn − x1)...(xn − xn−1) yn (1) Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 3 / 6
  • 4. Continued– ⇒ Some mathematical representation p01 = x − x1 x0 − x1 y0 + x − x0 x1 − x0 y1 (2) ⇒ If only two input points are corresponding output points are given. ⇒ Let p234 is another polynomial that can be expressed as p234 = (x − x3)(x − x4) (x2 − x3)(x2 − x4) y2 + (x − x2)(x − x4) (x3 − x2)(x3 − x4) y3 + (x − x2)(x − x2) (x4 − x2)(x4 − x3) y4 (3) Theorem : Let f be a function defined at x0, x1, ..., xk and let xi and xj are two distinct number in this set p(x) = (x − xj )p0,1,...j−1,j+1,..k − (x − xi )p0,1,...i−1,i+1,..k xi − xj (4) Ex- p01234 = (x − x0)p1234 − (x − x1)p0234 x1 − x0 (5) Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 4 / 6
  • 5. Continued– ⇒ Since p(x) = (x − xj )p0,1,...j−1,j+1,..k − (x − xi )p0,1,...i−1,i+1,..k xi − xj (6) ⇒ Hence p(xi ) = (xi − xj )p0,1,...j−1,j+1,..k − 0 xi − xj = f (xi ) = p0,1,...j−1,j+1,..k (7) ⇒ Similarly p(xj ) = 0 − (xi − xj )p0,1,...i−1,i+1,..k xi − xj = f (xj ) = p0,1,...i−1,i+1,..k (8) Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 5 / 6
  • 6. Continued– Q- Find f(1.5), where a input-output table has been given below x f x0 1 0.7651 p0 x1 1.3 0.6200 p1 x2 1.6 0.4554 p2 x3 1.9 0.2818 p3 x4 2.2 0.1103 p4 p01(x) = (x − x0)p1 − (x − x1)p0 x1 − x0 → p01(1.5) = 0.5233 ⇒ Similarly p12(1.5) = 0.5102, p23(1.5) = 0.5132, p34(1.5) = 0.5104 ⇒ Similarly p012(1.5) = 0.5121, p123(1.5) = 0.5112, p234(1.5) = 0.5137 ⇒ Similarly p0123(1.5) = 0.5118, p1234(1.5) = 0.5118 and p01234(1.5) = 0.5118 Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-4 6 / 6