A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining
Descripción del Articulo
In this paper, we present a novel system that combines process discovery and conformance checking to optimize resource usage in the operations area of banking companies. Our proposed system improves upon previous solutions by integrating real-time process mining techniques to reduce resource consump...
| Autores: | , , , |
|---|---|
| Formato: | artículo |
| Fecha de Publicación: | 2023 |
| Institución: | Universidad Peruana de Ciencias Aplicadas |
| Repositorio: | UPC-Institucional |
| Lenguaje: | inglés |
| OAI Identifier: | oai:repositorioacademico.upc.edu.pe:10757/669500 |
| Enlace del recurso: | http://hdl.handle.net/10757/669500 |
| Nivel de acceso: | acceso embargado |
| Materia: | Banking Sector checking integration system Conformance Checking Process Discovery Process mining Real-time processes |
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| dc.title.es_PE.fl_str_mv |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| title |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| spellingShingle |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining Marin, Enrique Martin Saqui Banking Sector checking integration system Conformance Checking Process Discovery Process mining Real-time processes |
| title_short |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| title_full |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| title_fullStr |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| title_full_unstemmed |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| title_sort |
A Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mining |
| author |
Marin, Enrique Martin Saqui |
| author_facet |
Marin, Enrique Martin Saqui Rivera, Victor Manuel Yamunaque Armas-Aguirre, Jimmy Aguirre, Santiago |
| author_role |
author |
| author2 |
Rivera, Victor Manuel Yamunaque Armas-Aguirre, Jimmy Aguirre, Santiago |
| author2_role |
author author author |
| dc.contributor.author.fl_str_mv |
Marin, Enrique Martin Saqui Rivera, Victor Manuel Yamunaque Armas-Aguirre, Jimmy Aguirre, Santiago |
| dc.subject.es_PE.fl_str_mv |
Banking Sector checking integration system Conformance Checking Process Discovery Process mining Real-time processes |
| topic |
Banking Sector checking integration system Conformance Checking Process Discovery Process mining Real-time processes |
| description |
In this paper, we present a novel system that combines process discovery and conformance checking to optimize resource usage in the operations area of banking companies. Our proposed system improves upon previous solutions by integrating real-time process mining techniques to reduce resource consumption in banking operations. The use of real-time process mining techniques in the proposed system enables faster error identification in processes, emphasizing the importance of such techniques for banking companies. The system is comprised of two integrated process mining techniques, as reported in existing literature. Process discovery involves two key components: dataset generation and process visualization. Additionally, compliance checking involves process monitoring, alerts, and reports. To validate the effectiveness of our system, we conducted a stress test, which was evaluated by experienced process mining users with extensive experience in the banking sector in Lima, Peru. Preliminary results of the stress test demonstrated a significant improvement in system performance, with a 37.42% increase in the capacity of web requests per minute and a total of 82.86% of requests successfully answered. These results enabled corrective and preventive actions to be taken, indicating the practical value of our proposed system in optimizing resource usage in banking operations. In conclusion, our system provides a robust solution to optimize resource usage in the operations area of banking companies and emphasizes the importance of real-time process mining techniques in achieving this goal. The system has been validated through a stress test and evaluation by experienced users in the banking sector, further indicating its practical applicability. |
| publishDate |
2023 |
| dc.date.accessioned.none.fl_str_mv |
2023-11-28T15:48:47Z |
| dc.date.available.none.fl_str_mv |
2023-11-28T15:48:47Z |
| dc.date.issued.fl_str_mv |
2023-01-01 |
| dc.type.es_PE.fl_str_mv |
info:eu-repo/semantics/article |
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article |
| dc.identifier.issn.none.fl_str_mv |
21660727 |
| dc.identifier.doi.none.fl_str_mv |
10.23919/CISTI58278.2023.10211579 |
| dc.identifier.uri.none.fl_str_mv |
http://hdl.handle.net/10757/669500 |
| dc.identifier.eissn.none.fl_str_mv |
21660735 |
| dc.identifier.journal.es_PE.fl_str_mv |
Iberian Conference on Information Systems and Technologies, CISTI |
| dc.identifier.eid.none.fl_str_mv |
2-s2.0-85169845758 |
| dc.identifier.scopusid.none.fl_str_mv |
SCOPUS_ID:85169845758 |
| dc.identifier.isni.none.fl_str_mv |
0000 0001 2196 144X |
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21660727 10.23919/CISTI58278.2023.10211579 21660735 Iberian Conference on Information Systems and Technologies, CISTI 2-s2.0-85169845758 SCOPUS_ID:85169845758 0000 0001 2196 144X |
| url |
http://hdl.handle.net/10757/669500 |
| dc.language.iso.es_PE.fl_str_mv |
eng |
| language |
eng |
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info:eu-repo/semantics/embargoedAccess |
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embargoedAccess |
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application/pdf application/html |
| dc.publisher.es_PE.fl_str_mv |
IEEE Computer Society |
| dc.source.es_PE.fl_str_mv |
Repositorio Academico - UPC Universidad Peruana de Ciencias Aplicadas (UPC) |
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reponame:UPC-Institucional instname:Universidad Peruana de Ciencias Aplicadas instacron:UPC |
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Universidad Peruana de Ciencias Aplicadas |
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UPC |
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UPC |
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Iberian Conference on Information Systems and Technologies, CISTI |
| dc.source.volume.none.fl_str_mv |
2023-June |
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https://repositorioacademico.upc.edu.pe/bitstream/10757/669500/1/license.txt |
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a83dfd51e9af5ada3fac35052296ce46300307e4c92d9d26513400c6a2164a34d453004832ce656228b995761b32f4527dfa58830bcc35b5c8e2d4e1f3a809b1f6285eMarin, Enrique Martin SaquiRivera, Victor Manuel YamunaqueArmas-Aguirre, JimmyAguirre, Santiago2023-11-28T15:48:47Z2023-11-28T15:48:47Z2023-01-012166072710.23919/CISTI58278.2023.10211579http://hdl.handle.net/10757/66950021660735Iberian Conference on Information Systems and Technologies, CISTI2-s2.0-85169845758SCOPUS_ID:851698457580000 0001 2196 144XIn this paper, we present a novel system that combines process discovery and conformance checking to optimize resource usage in the operations area of banking companies. Our proposed system improves upon previous solutions by integrating real-time process mining techniques to reduce resource consumption in banking operations. The use of real-time process mining techniques in the proposed system enables faster error identification in processes, emphasizing the importance of such techniques for banking companies. The system is comprised of two integrated process mining techniques, as reported in existing literature. Process discovery involves two key components: dataset generation and process visualization. Additionally, compliance checking involves process monitoring, alerts, and reports. To validate the effectiveness of our system, we conducted a stress test, which was evaluated by experienced process mining users with extensive experience in the banking sector in Lima, Peru. Preliminary results of the stress test demonstrated a significant improvement in system performance, with a 37.42% increase in the capacity of web requests per minute and a total of 82.86% of requests successfully answered. These results enabled corrective and preventive actions to be taken, indicating the practical value of our proposed system in optimizing resource usage in banking operations. In conclusion, our system provides a robust solution to optimize resource usage in the operations area of banking companies and emphasizes the importance of real-time process mining techniques in achieving this goal. The system has been validated through a stress test and evaluation by experienced users in the banking sector, further indicating its practical applicability.Revisión por paresODS 9: Industria, Innovación e InfraestructuraODS 8: Trabajo Decente y Crecimiento EconómicoODS 12: Producción y Consumo Responsablesapplication/pdfapplication/htmlengIEEE Computer Societyinfo:eu-repo/semantics/embargoedAccessRepositorio Academico - UPCUniversidad Peruana de Ciencias Aplicadas (UPC)Iberian Conference on Information Systems and Technologies, CISTI2023-Junereponame:UPC-Institucionalinstname:Universidad Peruana de Ciencias Aplicadasinstacron:UPCBanking Sectorchecking integration systemConformance CheckingProcess DiscoveryProcess miningReal-time processesA Process Discovery and Conformance Checking Integration System for the Optimization of Resources in the Application of Process Mininginfo:eu-repo/semantics/articleLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorioacademico.upc.edu.pe/bitstream/10757/669500/1/license.txt8a4605be74aa9ea9d79846c1fba20a33MD51false10757/669500oai:repositorioacademico.upc.edu.pe:10757/6695002024-07-20 04:29:49.535Repositorio académico upcupc@openrepository.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 |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).