Cauchy Sequence
Cauchy Sequence
Let be a metric space. A sequence in is called a Cauchy sequence if for any there exists such that for all .
Theorem
Convergent sequences in metric spaces are Cauchy sequences.
Proof Suppose is convergent with . Then for any , there exists such that for all . Therefore, for all , we have Thus is a Cauchy sequence.
Proposition
Cauchy sequences in metric spaces are bounded.
Proof Let be a Cauchy sequence. Then there exists such that for all . Let Then for all n. Therefore for all , i.e. is bounded.
Theorem
Let be a metric space and let be a Cauchy sequence in . If has a convergent subsequence, then is convergent.
Proof Let be a Cauchy sequence and let be a convergent subsequence of with . We have for sufficiently large . By taking and using , we obtain Since is Cauchy, the right hand side goes to as . Therefore as , that is .
Theorem
Every Cauchy sequence in is convergent.
Proof Let be a Cauchy sequence in . Then is bounded. Thus, it follows from Bolzano-Weierstrass theorem that has a convergent subsequence. Consequently, by invoking previous theorem, is convergent.
Completeness
Complete Metric Space
A metric space is called complete if every Cauchy sequence in is convergent.
e.g.
- with the Euclidean metric is complete.
- with the induced Euclidean metric is not complete.
- is complete under the metric
Theorem
Let be a complete metric space and . Then is complete iff is closed in .
Proof Let be a sequence in with . Then is a Cauchy sequence in and hence is a Cauchy sequence in . Since is complete, for some . By uniqueness of limit, we have and thus . This shows that is closed by corollary. Conversely, let be a Cauchy sequence in . Then is also a Cauchy sequence in . Since is complete, for some . Since is closed, . Therefore is complete.
Theorem
Every metric space has a completion, i.e. there exists a complete metric space and an injection such that and .
Contraction
Fixed Point
Let be a metric space and a map. A point is called a fixed point of if .
Contraction
Let be a metric space and a map. is called a contraction if there exists such that where is called the contraction rate of .
Contraction Mapping Theorem
Let be a complete metric space. If is a contraction, then it has a unique fixed point.