•Similarity Search: •Part I, Chapter 1 •‹#› SIMILARITY SEARCH The Metric Space Approach Pavel Zezula, Giuseppe Amato, Vlastislav Dohnal, Michal Batko •Similarity Search: •Part I, Chapter 1 •‹#› •Similarity Search: •Part I, Chapter 1 •2 Table of Content nPart I: Metric searching in a nutshell nFoundations of metric space searching nSurvey of exiting approaches n nPart II: Metric searching in large collections nCentralized index structures nApproximate similarity search nParallel and distributed indexes •Similarity Search: •Part I, Chapter 1 •‹#› •Similarity Search: •Part I, Chapter 1 •3 Approximate Similarity Search 1.relative error approximation 2.good fraction approximation 3.small chance improvement approximation 4.proximity-based approximation 5.PAC nearest neighbor searching 6.performance trials