Variable granularity space filling curve for indexing multidimensional data

Justin Terry, Bela Stantic, Paolo Terenziani, Abdul Sattar

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Efficiently accessing multidimensional data is a challenge for building modern database applications that involve many folds of data such as temporal, spatial, data warehousing, bio-informatics, etc. This problem stems from the fact that multidimensional data have no given order that preserves proximity. The majority of the existing solutions to this problem cannot be easily integrated into the current relational database systems since they require modifications to the kernel. A prominent class of methods that can use existing access structures are 'space filling curves'. In this study, we describe a method that is also based on the space filling curve approach, but in contrast to earlier methods, it connects regions of various sizes rather than points in multidimensional space. Our approach allows an efficient transformation of interval queries into regions of data that results in significant improvements when accessing the data. A detailed empirical study demonstrates that the proposed method outperforms the best available off-the-shelf methods for accessing multidimensional data.

Original languageEnglish
Title of host publicationAdvances in Databases and Information Systems - 15th International Conference, ADBIS 2011, Proceedings
Pages111-124
Number of pages14
DOIs
Publication statusPublished - 2011
Event15th International Conference on Advances in Databases and Information Systems, ADBIS 2011 - Vienna, Austria
Duration: 20 Sept 201123 Sept 2011

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume6909 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference15th International Conference on Advances in Databases and Information Systems, ADBIS 2011
Country/TerritoryAustria
CityVienna
Period20/09/1123/09/11

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