Fixed queries array: A fast and economical data structure for proximity searching

Citation
E. Chavez et al., Fixed queries array: A fast and economical data structure for proximity searching, MULTIMED T, 14(2), 2001, pp. 113-135
Citations number
31
Categorie Soggetti
Computer Science & Engineering
Journal title
MULTIMEDIA TOOLS AND APPLICATIONS
ISSN journal
13807501 → ACNP
Volume
14
Issue
2
Year of publication
2001
Pages
113 - 135
Database
ISI
SICI code
1380-7501(200106)14:2<113:FQAAFA>2.0.ZU;2-P
Abstract
Pivot-based algorithms are effective tools for proximity searching in metri c spaces. They allow trading space overhead for number of distance evaluati ons performed at query time. With additional search structures (that pose e xtra space overhead) they can also reduce the amount of side computations. We introduce a new data structure, the Fixed Queries Array (FQA), whose nov elties are (1) it permits sublinear extra CPU time without any extra data s tructure; (2) it permits trading number of pivots for their precision so as to make better use of the available memory. We show experimentally that th e FQA is an efficient tool to search in metric spaces and that it compares favorably against other state of the art approaches. Its simplicity convert s it into a simple yet effective tool for practitioners seeking for a black -box method to plug in their applications.