IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property

IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property

In this paper we propose Incremental Sequential PAttern Discovery using Equivalence classes (IncSPADE) algorithm to mine the dynamic database without the requirement of re-scanning the database again. In order to evaluate this algorithm, we conducted the experiments against three different artificia...

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Main Authors: Omer, Adam, Zailani, Abdullah, Amir, Ngah, Kasypi, Mokhtar, Wan Muhamad Amir, Wan Ahmad, Herawan, Tutut, Noraziah, Ahmad, Mustafa, Mat Deris, Abdul Razak, Hamdan
Format: Book Section
Language:English
Published: Springer International Publishing 2016
Subjects:
QA76 Computer software
Online Access:http://umpir.ump.edu.my/id/eprint/13563/
http://umpir.ump.edu.my/id/eprint/13563/
http://umpir.ump.edu.my/id/eprint/13563/
http://umpir.ump.edu.my/id/eprint/13563/1/IncSPADE-%20An%20Incremental%20Sequential%20Pattern%20Mining%20Algorithm%20Based%20on%20SPADE%20Property.pdf
id ump-13563
recordtype eprints
spelling ump-135632018-02-02T06:57:25Z http://umpir.ump.edu.my/id/eprint/13563/ IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property Omer, Adam Zailani, Abdullah Amir, Ngah Kasypi, Mokhtar Wan Muhamad Amir, Wan Ahmad Herawan, Tutut Noraziah, Ahmad Mustafa, Mat Deris Abdul Razak, Hamdan QA76 Computer software In this paper we propose Incremental Sequential PAttern Discovery using Equivalence classes (IncSPADE) algorithm to mine the dynamic database without the requirement of re-scanning the database again. In order to evaluate this algorithm, we conducted the experiments against three different artificial datasets. The result shows that IncSPADE outperformed the benchmarked algorithm called SPADE up to 20%. Springer International Publishing 2016 Book Section PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/13563/1/IncSPADE-%20An%20Incremental%20Sequential%20Pattern%20Mining%20Algorithm%20Based%20on%20SPADE%20Property.pdf Omer, Adam and Zailani, Abdullah and Amir, Ngah and Kasypi, Mokhtar and Wan Muhamad Amir, Wan Ahmad and Herawan, Tutut and Noraziah, Ahmad and Mustafa, Mat Deris and Abdul Razak, Hamdan (2016) IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property. In: Advances in Machine Learning and Signal Processing. Lecture Notes in Electrical Engineering, 387 . Springer International Publishing, Switzerland, pp. 81-92. ISBN 978-3-319-32212-4 (Print); 978-3-319-32213-1 (online) http://dx.doi.org/10.1007/978-3-319-32213-1_8 DOI: 10.1007/978-3-319-32213-1_8
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic QA76 Computer software
spellingShingle QA76 Computer software
Omer, Adam
Zailani, Abdullah
Amir, Ngah
Kasypi, Mokhtar
Wan Muhamad Amir, Wan Ahmad
Herawan, Tutut
Noraziah, Ahmad
Mustafa, Mat Deris
Abdul Razak, Hamdan
IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property
description In this paper we propose Incremental Sequential PAttern Discovery using Equivalence classes (IncSPADE) algorithm to mine the dynamic database without the requirement of re-scanning the database again. In order to evaluate this algorithm, we conducted the experiments against three different artificial datasets. The result shows that IncSPADE outperformed the benchmarked algorithm called SPADE up to 20%.
format Book Section
author Omer, Adam
Zailani, Abdullah
Amir, Ngah
Kasypi, Mokhtar
Wan Muhamad Amir, Wan Ahmad
Herawan, Tutut
Noraziah, Ahmad
Mustafa, Mat Deris
Abdul Razak, Hamdan
author_facet Omer, Adam
Zailani, Abdullah
Amir, Ngah
Kasypi, Mokhtar
Wan Muhamad Amir, Wan Ahmad
Herawan, Tutut
Noraziah, Ahmad
Mustafa, Mat Deris
Abdul Razak, Hamdan
author_sort Omer, Adam
title IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property
title_short IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property
title_full IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property
title_fullStr IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property
title_full_unstemmed IncSPADE: An Incremental Sequential Pattern Mining Algorithm Based on SPADE Property
title_sort incspade: an incremental sequential pattern mining algorithm based on spade property
publisher Springer International Publishing
publishDate 2016
url http://umpir.ump.edu.my/id/eprint/13563/
http://umpir.ump.edu.my/id/eprint/13563/
http://umpir.ump.edu.my/id/eprint/13563/
http://umpir.ump.edu.my/id/eprint/13563/1/IncSPADE-%20An%20Incremental%20Sequential%20Pattern%20Mining%20Algorithm%20Based%20on%20SPADE%20Property.pdf
first_indexed 2023-09-18T22:16:20Z
last_indexed 2023-09-18T22:16:20Z
_version_ 1777415361811972096

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