Design of a prefixspan algorithm based on prefix position form

PrefixSpan algorithm based on sequence pattern is an association algorithm without generating candidate sequences and only needs to scan the original sequence database twice in the whole operation process. Compared with other sequence algorithms, the PrefixSpan algorithm is more efficient and fast....

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Main Authors: Su Youcheng, He Xin, Wang Zilong, Wang Jianyu
Format: Article
Language:English
Published: EDP Sciences 2022-01-01
Series:ITM Web of Conferences
Subjects:
Online Access:https://www.itm-conferences.org/articles/itmconf/pdf/2022/05/itmconf_cscns2022_01006.pdf
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author Su Youcheng
He Xin
Wang Zilong
Wang Jianyu
author_facet Su Youcheng
He Xin
Wang Zilong
Wang Jianyu
author_sort Su Youcheng
collection DOAJ
description PrefixSpan algorithm based on sequence pattern is an association algorithm without generating candidate sequences and only needs to scan the original sequence database twice in the whole operation process. Compared with other sequence algorithms, the PrefixSpan algorithm is more efficient and fast. In this paper, PrefixSpan Base on Prefix Position Form, PPFPrefixSpan is proposed by studying the characteristics of the PrefixSpan algorithm and optimizing it based on it. , which solves the problem that the PrefixSpan algorithm produces too many duplicate projection databases in the process of operation, and optimates the PrefixSpan algorithm in space/time.
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spelling doaj.art-65546f82c8c3427fa75126711a0752bf2022-12-22T00:55:45ZengEDP SciencesITM Web of Conferences2271-20972022-01-01450100610.1051/itmconf/20224501006itmconf_cscns2022_01006Design of a prefixspan algorithm based on prefix position formSu Youcheng0He Xin1Wang Zilong2Wang Jianyu3Nanjing University of Science and Technology, School of AutomationNanjing University of Science and Technology, School of AutomationNanjing University of Science and Technology, School of AutomationNanjing University of Science and Technology, School of AutomationPrefixSpan algorithm based on sequence pattern is an association algorithm without generating candidate sequences and only needs to scan the original sequence database twice in the whole operation process. Compared with other sequence algorithms, the PrefixSpan algorithm is more efficient and fast. In this paper, PrefixSpan Base on Prefix Position Form, PPFPrefixSpan is proposed by studying the characteristics of the PrefixSpan algorithm and optimizing it based on it. , which solves the problem that the PrefixSpan algorithm produces too many duplicate projection databases in the process of operation, and optimates the PrefixSpan algorithm in space/time.https://www.itm-conferences.org/articles/itmconf/pdf/2022/05/itmconf_cscns2022_01006.pdfprefixspanprefix position formrepetitive projection database
spellingShingle Su Youcheng
He Xin
Wang Zilong
Wang Jianyu
Design of a prefixspan algorithm based on prefix position form
ITM Web of Conferences
prefixspan
prefix position form
repetitive projection database
title Design of a prefixspan algorithm based on prefix position form
title_full Design of a prefixspan algorithm based on prefix position form
title_fullStr Design of a prefixspan algorithm based on prefix position form
title_full_unstemmed Design of a prefixspan algorithm based on prefix position form
title_short Design of a prefixspan algorithm based on prefix position form
title_sort design of a prefixspan algorithm based on prefix position form
topic prefixspan
prefix position form
repetitive projection database
url https://www.itm-conferences.org/articles/itmconf/pdf/2022/05/itmconf_cscns2022_01006.pdf
work_keys_str_mv AT suyoucheng designofaprefixspanalgorithmbasedonprefixpositionform
AT hexin designofaprefixspanalgorithmbasedonprefixpositionform
AT wangzilong designofaprefixspanalgorithmbasedonprefixpositionform
AT wangjianyu designofaprefixspanalgorithmbasedonprefixpositionform