A compression method of double-array structures using linear functions

A trie is one of the data structures for keyword search algorithms and is utilized in natural language processing, reserved words search for compilers and so on. The double-array and LOUDS are efficient representation methods for the trie. The double-array provides fast traversal at time complexity...

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Vydáno v:Knowledge and information systems Ročník 48; číslo 1; s. 55 - 80
Hlavní autoři: Kanda, Shunsuke, Fuketa, Masao, Morita, Kazuhiro, Aoe, Jun-ichi
Médium: Journal Article
Jazyk:angličtina
Vydáno: London Springer London 01.07.2016
Springer Nature B.V
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ISSN:0219-1377, 0219-3116
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Abstract A trie is one of the data structures for keyword search algorithms and is utilized in natural language processing, reserved words search for compilers and so on. The double-array and LOUDS are efficient representation methods for the trie. The double-array provides fast traversal at time complexity of O (1), but the space usage of the double-array is larger than that of LOUDS. LOUDS is a succinct data structure with bit-string, and its space usage is extremely compact. However, its traversal speed is not so fast. This paper presents a new compression method of the double-array with keeping the retrieval speed. Our new method compresses the double-array by dividing the double-array into blocks and by using linear functions. Experimental results for varied keywords show that our new method reduced space usage of the double-array up to about 44 %, and the retrieval speed of the new method was 9–14 times faster than that of LOUDS. Moreover, the results show that the construction speed of the new method was faster than that of the conventional method for a large keyword set.
AbstractList A trie is one of the data structures for keyword search algorithms and is utilized in natural language processing, reserved words search for compilers and so on. The double-array and LOUDS are efficient representation methods for the trie. The double-array provides fast traversal at time complexity of O(1), but the space usage of the double-array is larger than that of LOUDS. LOUDS is a succinct data structure with bit-string, and its space usage is extremely compact. However, its traversal speed is not so fast. This paper presents a new compression method of the double-array with keeping the retrieval speed. Our new method compresses the double-array by dividing the double-array into blocks and by using linear functions. Experimental results for varied keywords show that our new method reduced space usage of the double-array up to about 44 %, and the retrieval speed of the new method was 9-14 times faster than that of LOUDS. Moreover, the results show that the construction speed of the new method was faster than that of the conventional method for a large keyword set.
A trie is one of the data structures for keyword search algorithms and is utilized in natural language processing, reserved words search for compilers and so on. The double-array and LOUDS are efficient representation methods for the trie. The double-array provides fast traversal at time complexity of O (1), but the space usage of the double-array is larger than that of LOUDS. LOUDS is a succinct data structure with bit-string, and its space usage is extremely compact. However, its traversal speed is not so fast. This paper presents a new compression method of the double-array with keeping the retrieval speed. Our new method compresses the double-array by dividing the double-array into blocks and by using linear functions. Experimental results for varied keywords show that our new method reduced space usage of the double-array up to about 44 %, and the retrieval speed of the new method was 9–14 times faster than that of LOUDS. Moreover, the results show that the construction speed of the new method was faster than that of the conventional method for a large keyword set.
Author Fuketa, Masao
Aoe, Jun-ichi
Morita, Kazuhiro
Kanda, Shunsuke
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  organization: Department of Information Science and Intelligent Systems, Tokushima University
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crossref_primary_10_3390_app10238530
crossref_primary_10_1007_s10115_016_0999_8
crossref_primary_10_1002_spe_2516
crossref_primary_10_1016_j_simpat_2024_102960
crossref_primary_10_3390_e25101444
crossref_primary_10_1002_spe_3190
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Keywords Information retrieval
Double-array
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Trie
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SubjectTerms Algorithms
Analysis
Compilers
Compressing
Computer Science
Data Mining and Knowledge Discovery
Data structures
Database Management
Information retrieval
Information Storage and Retrieval
Information systems
Information Systems and Communication Service
Information Systems Applications (incl.Internet)
IT in Business
Keywords
Morphology
Natural language processing
Regular Paper
Representations
Retrieval
Searches
Searching
Software
Studies
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