This is a visual demonstration of finding the root of an equation \(f(x) = 0\)
on an interval using the Bisection Method.
Suppose we want to solve the equation \(f(x) = 0\)
. Given two points a and
b such that \(f(a)\)
and \(f(b)\)
have opposite signs, we know by the
intermediate value theorem that \(f\)
must have at least one root in the
interval \([a, b]\)
as long as \(f\)
is continuous on this interval. The
bisection method divides the interval in two by computing \(c = (a + b) / 2\)
. There are now two possibilities: either \(f(a)\)
and \(f(c)\)
have
opposite signs, or \(f(c)\)
and \(f(b)\)
have opposite signs. The
bisection algorithm is then applied recursively to the sub-interval where the
sign change occurs.
During the process of searching, the mid-point of subintervals are annotated in the graph by both texts and blue straight lines, and the end-points are denoted in dashed red lines. The root of each iteration is also plotted in the right margin of the graph.
library(animation)
ani.options(nmax = 30)
## default example
xx = bisection.method()
xx$root # solution
## [1] 2
## a cubic curve
f = function(x) x^3 - 7 * x - 10
xx = bisection.method(f, c(-3, 5))
## interaction: use your mouse to select the two end-points
if (interactive()) bisection.method(f, c(-3, 5), interact = TRUE)