BWBEV: A Bitwise Query Processing Algorithm for Approximate Prefix Search

We tackle the challenge of conducting an approximate prefix search within datasets of strings. We explore using a bit-parallelism technique to compute the edit distance between distinct strings and illustrate its adaptation for an approximate prefix search procedure referred to as BWBEV. This technique employs a unary representation of edit vectors alongside bitwise operations to efficiently update these vectors during the edit distance computation. We also show how to apply our new bit-parallelism technique strategy to online edit distance computation between strings without index structure. Our experiments with BWBEV applied to approximate prefix search for a query autocompletion task revealed a substantial acceleration of over 36% when contrasted against state-of-the-art methods.

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Publication Details

Journal
Journal of the Brazilian Computer Society
Published
2024-10-27
DOI
https://doi.org/10.5753/jbcs.2024.4236
Primary Topic
Algorithms and Data Compression
Type
article
Field-Weighted Citation Impact
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article

BWBEV: A Bitwise Query Processing Algorithm for Approximate Prefix Search

Edleno Silva de Moura, Berg Ferreira, Altigran Soares da Silva, Ricardo Baeza‐Yates
Journal of the Brazilian Computer Society
Algorithms and Data Compression
article

BWBEV: A Bitwise Query Processing Algorithm for Approximate Prefix Search

Edleno Silva de Moura, Berg Ferreira, Altigran Soares da Silva, Ricardo Baeza‐Yates
article en

Abstract

We tackle the challenge of conducting an approximate prefix search within datasets of strings. We explore using a bit-parallelism technique to compute the edit distance between distinct strings and illustrate its adaptation for an approximate prefix search procedure referred to as BWBEV. This technique employs a unary representation of edit vectors alongside bitwise operations to efficiently update these vectors during the edit distance computation. We also show how to apply our new bit-parallelism technique strategy to online edit distance computation between strings without index structure. Our experiments with BWBEV applied to approximate prefix search for a query autocompletion task revealed a substantial acceleration of over 36% when contrasted against state-of-the-art methods.

Journal of the Brazilian Computer SocietyVol. 30(1)
Universidade Federal do Amazonas (BR), Universidad del Noreste (MX)
Openalex Percentile: Top 83%
Algorithms and Data Compression
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