Calculus Volume 1 · free preview

Newton's Method

Newton's method approximates roots of equations by iterating tangent line crossings, converging with startling speed when started near a simple root and failing candidly when the tangent misleads.

1. The tangent line crosses the axis

The tangent line crosses the axis

2. Convergence and the mean value theorem

Convergence and the mean value theorem

3. When Newton fails

When Newton fails

4. A worked approximation

A worked approximation

5. Newton iteration formula

Newton's method for approximating a root of f(x) = 0 updates the current guess x_n by which formula?

6. First step for square root of two

Applying Newton's method to f(x) = x^2 - 2 from x_0 = 1, what is x_1?

7. Speed of convergence

Near a simple root, Newton's method exhibits quadratic convergence. What does that mean for the error?

8. Failure near an extremum

Why can a Newton guess near a local maximum or minimum derail the iteration?

9. Basis of the root's existence

Before Newton's method hunts a root of a continuous f, which theorem certifies that a root exists between a sign change?

10. Cycling failure

For f(x) = x^3 - 2x + 2, Newton's method started at x_0 = 0 oscillates between 0 and 1 forever. What does this illustrate?

11. Newton update for x cubed minus two

For f(x) = x^3 - 2, one Newton update is x_1 = x_0 - (x_0^3 - 2)/(3 x_0^2). Starting from x_0 = 1, what is x_1? Answer with a fraction like 4/3.

12. Babylonian special case

Newton's method on f(x) = x^2 - a gives the update x_{n+1} = (x_n + a/x_n)/2, the Babylonian square root iteration. For a = 2 and x_0 = 1, what is x_1? Answer with a number.

13. Iterates to five digits

In the sqrt(2) computation, x_2 is about 1.4167 and x_3 about 1.4142, already correct to five digits. How many iterations were needed from x_0 = 1? Answer with a number.

14. Simple root requirement

Quadratic convergence requires f prime of the root r to be nonzero, meaning r is a simple root. As a number, what is f prime of r for a simple root? Answer with a number.

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