contraction: Nonlinear Function
Created: August 13, 2022
Modified: August 13, 2022

contraction

This page is from my personal notes, and has not been specifically reviewed for public consumption. It might be incomplete, wrong, outdated, or stupid. Caveat lector.

A contraction mapping on a metric space (X,d)(\mathcal{X}, d) is a function ff such that

d(f(x),f(y))qd(x,y)d(f(x), f(y)) \le q \cdot d(x, y)

for all x,yXx, y \in \mathcal{X} and for some q[0,1)q\in [0, 1), called the Lipschitz constant of the map. The Banach fixed point theorem implies that any such mapping can be thought of as pulling its input closer to some unique fixed point xx^* such that x=f(x)x^* = f(x^*).