Numerical Analysis Writing Assignment 4: Taylor Expansions and Secant Method - Prof. Victo, Assignments of Mathematical Methods for Numerical Analysis and Optimization

A writing assignment for the course che/cosc/math 4340-01 numerical analysis. The assignment includes four problems related to taylor expansions and the secant method. Students are asked to derive an approximation for the derivative of a function using taylor expansions, find the next iterate in the secant method, and prove the convergence rates of newton's method and a variation of it.

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Pre 2010

Uploaded on 08/19/2009

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CHE/COSC/MATH 4340-01 Numerical Analysis
Writing Assignment 04
Due Date: Thursday, 02/26/09
Problem 1. Using Taylor expansions for f(x+h)and f(x+k), derive the following approximation to
f(x):
f(x)k2f(x+h)h2f(x+k) + (h2k2)f(x)
(kh)kh .
Problem 2. If the Secant method is applied to f(x) = x22 with x0=0 and x1=1, what is x2?
Problem 3. Show that the formula for the Secant method can be written in the form
xn+1=f(xn)xn1xnf(xn1)
f(xn)f(xn1).
Explain why this is inferior to the standard formula of Secant method.
Problem 4. Assume that ris a zero of multiplicity 2 of the polynomial p(x).
Prove that Newton’s method converges linearly.
Hint: Appropriately use Taylor expansions p(r) = p(xnen)and p(r) = p(xnen). As usual
en=xnr.
Now consider a variation of Newton’s method
xn+1=xn2p(xn)
p(xn).
Prove that it converges quadratically to r.
Hint: Appropriately use Taylor expansions p(xn) = p(r+en)and p(xn) = p(r+en).
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CHE/COSC/MATH 4340-01 Numerical Analysis

Writing Assignment 04

Due Date: Thursday, 02/26/

Problem 1. Using Taylor expansions for f (x + h) and f (x + k), derive the following approximation to f ′(x):

f ′(x) ≈

k^2 f (x + h) − h^2 f (x + k) + (h^2 − k^2 ) f (x) (k − h)kh

Problem 2. If the Secant method is applied to f (x) = x^2 − 2 with x 0 = 0 and x 1 = 1, what is x 2?

Problem 3. Show that the formula for the Secant method can be written in the form

xn+ 1 =

f (xn)xn− 1 − xn f (xn− 1 ) f (xn) − f (xn− 1 )

Explain why this is inferior to the standard formula of Secant method.

Problem 4. Assume that r is a zero of multiplicity 2 of the polynomial p(x).

  • Prove that Newton’s method converges linearly. Hint: Appropriately use Taylor expansions p(r) = p(xn − en) and p′(r) = p′(xn − en). As usual en = xn − r.
  • Now consider a variation of Newton’s method

xn+ 1 = xn − 2

p(xn) p′(xn)

Prove that it converges quadratically to r. Hint: Appropriately use Taylor expansions p(xn) = p(r + en) and p′(xn) = p′(r + en).