Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility

Abstract:Mobile web services pattern mining is an emerging field today, in which utility is playing an important role. Utility may be the profit, cost or price of an item. In the case of mobile web services, accessed preference is considered as a utility. With the help of utility mining, one can ext...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autor principal:	Mohbey,Krishna Kumar
Lenguaje:	English
Publicado:	Universidad de Talca 2019
Materias:	Frequent service patterns Knowledge discovery Mobile services Sequence utility Sequential pattern mining
Acceso en línea:	http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-18762019000300106
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:scielo:S0718-18762019000300106
record_format	dspace
spelling	oai:scielo:S0718-187620190003001062019-12-17Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service UtilityMohbey,Krishna Kumar Frequent service patterns Knowledge discovery Mobile services Sequence utility Sequential pattern mining Abstract:Mobile web services pattern mining is an emerging field today, in which utility is playing an important role. Utility may be the profit, cost or price of an item. In the case of mobile web services, accessed preference is considered as a utility. With the help of utility mining, one can extract highly interesting frequent patterns of mobile web services. In previous related studies, most of the approaches use utility as an essential parameter to discover interesting patterns, but they also generate a large number of uninteresting patterns too. Another problem is related to computational time; because no filtration is applied and computational time is too much. In this paper, an efficient approach, Utility Based Frequent Pattern Mining, is proposed. It extracts utility based frequent patterns with high filtration in less computing time. The experimental results show that the proposed approach has good performance in terms of execution efficiency and memory utilization.info:eu-repo/semantics/openAccessUniversidad de TalcaJournal of theoretical and applied electronic commerce research v.14 n.3 20192019-09-01text/htmlhttp://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-18762019000300106en10.4067/S0718-18762019000300106
institution	Scielo Chile
collection	Scielo Chile
language	English
topic	Frequent service patterns Knowledge discovery Mobile services Sequence utility Sequential pattern mining
spellingShingle	Frequent service patterns Knowledge discovery Mobile services Sequence utility Sequential pattern mining Mohbey,Krishna Kumar Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility
description	Abstract:Mobile web services pattern mining is an emerging field today, in which utility is playing an important role. Utility may be the profit, cost or price of an item. In the case of mobile web services, accessed preference is considered as a utility. With the help of utility mining, one can extract highly interesting frequent patterns of mobile web services. In previous related studies, most of the approaches use utility as an essential parameter to discover interesting patterns, but they also generate a large number of uninteresting patterns too. Another problem is related to computational time; because no filtration is applied and computational time is too much. In this paper, an efficient approach, Utility Based Frequent Pattern Mining, is proposed. It extracts utility based frequent patterns with high filtration in less computing time. The experimental results show that the proposed approach has good performance in terms of execution efficiency and memory utilization.
author	Mohbey,Krishna Kumar
author_facet	Mohbey,Krishna Kumar
author_sort	Mohbey,Krishna Kumar
title	Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility
title_short	Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility
title_full	Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility
title_fullStr	Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility
title_full_unstemmed	Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility
title_sort	frequent pattern mining approach for a mobile web service environment using service utility
publisher	Universidad de Talca
publishDate	2019
url	http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-18762019000300106
work_keys_str_mv	AT mohbeykrishnakumar frequentpatternminingapproachforamobilewebserviceenvironmentusingserviceutility
_version_	1714202234474987520

Frequent Pattern Mining Approach for a Mobile Web Service Environment Using Service Utility

Ejemplares similares