The comparison table
| Method | Order | Needs | Guaranteed? |
|---|---|---|---|
| Bisection | 1 (linear, factor ½) | sign change | ✓ always |
| Regula falsi | 1 | sign change | ✓ |
| Fixed point ₊ | 1 if 0 < |g′(r)| < 1; 2 if g′(r) = 0 | |g′| < 1 near r | local |
| Secant | two starting points | local | |
| **Newton₊ | 2 at a simple root, 1 at a multiple root | f′ ≠ 0 | local only |
| Modified Newton x − m f/f′ | 2 at a root of known multiplicity m | local |
Newton's caveats
- Quadratic convergence is local: a poor start can diverge (f = , cycle from , or run away.
- At a root of multiplicity m ≥ 2 the convergence degrades to linear with factor (m−1)/m.
- Error recursion: .
Fixed point iteration
Converges locally iff |g′(r)| < 1; the error satisfies . Banach's contraction principle gives a global statement on an interval where |g′| ≤ k < 1 and g maps the interval into itself.
Bisection count
To reach tolerance from an interval of length steps. Bisection never fails but never accelerates.
Key takeaways
- Newton is quadratic only at simple roots, and only locally.
- Secant beats bisection in order but loses the guarantee.
- Fixed point: the derivative at the root is the convergence factor.