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Banach fixed-point theorem
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==Statement== ''Definition.'' Let <math>(X, d)</math> be a [[metric space]]. Then a map <math>T : X \to X</math> is called a [[contraction mapping]] on ''X'' if there exists <math>q \in [0, 1)</math> such that :<math>d(T(x),T(y)) \le q d(x,y)</math> for all <math>x, y \in X.</math> <blockquote> '''Banach fixed-point theorem.''' Let <math>(X, d)</math> be a non-[[Empty set|empty]] [[complete metric space]] with a contraction mapping <math>T : X \to X.</math> Then ''T'' admits a unique [[Fixed point (mathematics)|fixed-point]] <math>x^*</math> in ''X'' (i.e. <math>T(x^*) = x^*</math>). Furthermore, <math>x^*</math> can be found as follows: start with an arbitrary element <math>x_0 \in X</math> and define a [[sequence]] <math>(x_n)_{n\in\mathbb N}</math> by <math>x_n = T(x_{n-1})</math> for <math>n \geq 1.</math> Then <math>\lim_{n \to \infty} x_n = x^*</math>.</blockquote> ''Remark 1.'' The following inequalities are equivalent and describe the [[Rate of convergence|speed of convergence]]: :<math> \begin{align} d(x^*, x_n) & \leq \frac{q^n}{1-q} d(x_1,x_0), \\[5pt] d(x^*, x_{n+1}) & \leq \frac{q}{1-q} d(x_{n+1},x_n), \\[5pt] d(x^*, x_{n+1}) & \leq q d(x^*,x_n). \end{align} </math> Any such value of ''q'' is called a ''[[Lipschitz constant]]'' for <math>T</math>, and the smallest one is sometimes called "the best Lipschitz constant" of <math>T</math>. ''Remark 2.'' <math>d(T(x),T(y))<d(x,y)</math> for all <math>x \neq y</math> is in general not enough to ensure the existence of a fixed point, as is shown by the map :<math>T : [1,\infty) \to [1,\infty), \,\, T(x)=x+\tfrac{1}{x}\,,</math> which lacks a fixed point. However, if <math>X</math> is [[Compact space|compact]], then this weaker assumption does imply the existence and uniqueness of a fixed point, that can be easily found as a minimizer of <math>d(x,T(x))</math>, indeed, a minimizer exists by compactness, and has to be a fixed point of <math>T.</math> It then easily follows that the fixed point is the limit of any sequence of iterations of <math>T.</math> ''Remark 3.'' When using the theorem in practice, the most difficult part is typically to define <math>X</math> properly so that <math>T(X) \subseteq X.</math>
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