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 |
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| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Shunsuke surname: Kanda fullname: Kanda, Shunsuke email: shnsk.knd@gmail.com organization: Department of Information Science and Intelligent Systems, Tokushima University – sequence: 2 givenname: Masao surname: Fuketa fullname: Fuketa, Masao organization: Department of Information Science and Intelligent Systems, Tokushima University – sequence: 3 givenname: Kazuhiro surname: Morita fullname: Morita, Kazuhiro organization: Department of Information Science and Intelligent Systems, Tokushima University – sequence: 4 givenname: Jun-ichi surname: Aoe fullname: Aoe, Jun-ichi organization: Department of Information Science and Intelligent Systems, Tokushima University |
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| Cites_doi | 10.1109/69.506713 10.1109/32.31365 10.1002/spe.778 10.1145/360825.360855 10.1145/235809.235810 10.1007/s00453-004-1146-6 10.1145/367390.367400 10.1016/S1570-8667(03)00066-2 10.1016/j.ipm.2014.04.004 10.1002/1097-024X(200101)31:1<43::AID-SPE356>3.0.CO;2-R 10.1137/S0097539799364092 10.1016/j.ipm.2006.04.004 10.1080/17517575.2012.665483 10.1002/spe.4380220902 10.1016/S0020-0255(03)00189-0 10.1109/69.277768 10.1137/1.9781611972900.9 10.1109/SFCS.1989.63533 10.1109/INFCOM.2011.5935151 10.1137/1.9781611973075.13 10.1145/285237.285282 |
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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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| Title | A compression method of double-array structures using linear functions |
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