Exploring the application of process mining techniques to improve web application security
Resumen:
Web applications are permanently being exposed to attacks that exploit their vulnerabilities. To detect and prevent misuse of the functionality provided by an application, it has become necessary to develop techniques that help discern between a valid user of the system and a malicious agent. In recent years, a technology that has been widely deployed to provide automated and non-invasive support for detecting web application attacks is Web Application Firewalls. In this work, we put forward and discuss the application of Process Mining techniques to detect deviations from the expected behavior of web applications. The objects of behavior analysis are logs generated by a widely deployed WAF called ModSecurity. We discuss experiments we have carried out applying our mining method on the well-known e-commerce platform Magento and using the ProM tool for the execution of the process mining techniques.
| 2021 | |
|
Security Web applications Process mining Web application firewall ModSecurity ProM |
|
| Inglés | |
| Universidad de la República | |
| COLIBRI | |
| https://hdl.handle.net/20.500.12008/29281 | |
| Acceso abierto | |
| Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
| _version_ | 1807522945634926592 |
|---|---|
| author | Bruno, Marcelo |
| author2 | Ibañez, Pablo Techera, Tamara Calegari, Daniel Betarte, Gustavo |
| author2_role | author author author author |
| author_facet | Bruno, Marcelo Ibañez, Pablo Techera, Tamara Calegari, Daniel Betarte, Gustavo |
| author_role | author |
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| collection | COLIBRI |
| dc.contributor.filiacion.none.fl_str_mv | Bruno Marcelo, Universidad de la República (Uruguay). Facultad de Ingeniería. Ibañez Pablo, Universidad de la República (Uruguay). Facultad de Ingeniería Techera Tamara, Universidad de la República (Uruguay). Facultad de Ingeniería. Calegari Daniel, Universidad de la República (Uruguay). Facultad de Ingeniería. Betarte Gustavo, Universidad de la República (Uruguay). Facultad de Ingeniería. |
| dc.creator.none.fl_str_mv | Bruno, Marcelo Ibañez, Pablo Techera, Tamara Calegari, Daniel Betarte, Gustavo |
| dc.date.accessioned.none.fl_str_mv | 2021-09-01T12:33:46Z |
| dc.date.available.none.fl_str_mv | 2021-09-01T12:33:46Z |
| dc.date.issued.none.fl_str_mv | 2021 |
| dc.description.abstract.none.fl_txt_mv | Web applications are permanently being exposed to attacks that exploit their vulnerabilities. To detect and prevent misuse of the functionality provided by an application, it has become necessary to develop techniques that help discern between a valid user of the system and a malicious agent. In recent years, a technology that has been widely deployed to provide automated and non-invasive support for detecting web application attacks is Web Application Firewalls. In this work, we put forward and discuss the application of Process Mining techniques to detect deviations from the expected behavior of web applications. The objects of behavior analysis are logs generated by a widely deployed WAF called ModSecurity. We discuss experiments we have carried out applying our mining method on the well-known e-commerce platform Magento and using the ProM tool for the execution of the process mining techniques. |
| dc.description.es.fl_txt_mv | CLEI 21, Conferencia Latinoamericana de Informática, San José, Costa Rica, 25 al 29 de octubre de 2021. |
| dc.format.extent.es.fl_str_mv | 10 p. |
| dc.format.mimetype.es.fl_str_mv | application/pdf |
| dc.identifier.citation.es.fl_str_mv | Bruno, M., Ibañez, P., Techera, T., y otros. Exploring the application of process mining techniques to improve web application security [Preprint]. Publicado en : CLEI 21, Conferencia Latinoamericana de Informática, San José, Costa Rica, 25 al 29 de octubre de 2021. |
| dc.identifier.uri.none.fl_str_mv | https://hdl.handle.net/20.500.12008/29281 |
| dc.language.iso.none.fl_str_mv | en eng |
| dc.publisher.es.fl_str_mv | Centro Latinoamericano de Estudios de Informática |
| dc.rights.license.none.fl_str_mv | Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
| dc.rights.none.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.source.none.fl_str_mv | reponame:COLIBRI instname:Universidad de la República instacron:Universidad de la República |
| dc.subject.es.fl_str_mv | Security Web applications Process mining Web application firewall ModSecurity ProM |
| dc.title.none.fl_str_mv | Exploring the application of process mining techniques to improve web application security |
| dc.type.es.fl_str_mv | Preprint |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/preprint |
| dc.type.version.none.fl_str_mv | info:eu-repo/semantics/submittedVersion |
| description | CLEI 21, Conferencia Latinoamericana de Informática, San José, Costa Rica, 25 al 29 de octubre de 2021. |
| eu_rights_str_mv | openAccess |
| format | preprint |
| id | COLIBRI_63a43b7be0927346e6ae69a6f2c9bac4 |
| identifier_str_mv | Bruno, M., Ibañez, P., Techera, T., y otros. Exploring the application of process mining techniques to improve web application security [Preprint]. Publicado en : CLEI 21, Conferencia Latinoamericana de Informática, San José, Costa Rica, 25 al 29 de octubre de 2021. |
| instacron_str | Universidad de la República |
| institution | Universidad de la República |
| instname_str | Universidad de la República |
| language | eng |
| language_invalid_str_mv | en |
| network_acronym_str | COLIBRI |
| network_name_str | COLIBRI |
| oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/29281 |
| publishDate | 2021 |
| reponame_str | COLIBRI |
| repository.mail.fl_str_mv | mabel.seroubian@seciu.edu.uy |
| repository.name.fl_str_mv | COLIBRI - Universidad de la República |
| repository_id_str | 4771 |
| rights_invalid_str_mv | Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
| spelling | Bruno Marcelo, Universidad de la República (Uruguay). Facultad de Ingeniería.Ibañez Pablo, Universidad de la República (Uruguay). Facultad de IngenieríaTechera Tamara, Universidad de la República (Uruguay). Facultad de Ingeniería.Calegari Daniel, Universidad de la República (Uruguay). Facultad de Ingeniería.Betarte Gustavo, Universidad de la República (Uruguay). Facultad de Ingeniería.2021-09-01T12:33:46Z2021-09-01T12:33:46Z2021Bruno, M., Ibañez, P., Techera, T., y otros. Exploring the application of process mining techniques to improve web application security [Preprint]. Publicado en : CLEI 21, Conferencia Latinoamericana de Informática, San José, Costa Rica, 25 al 29 de octubre de 2021.https://hdl.handle.net/20.500.12008/29281CLEI 21, Conferencia Latinoamericana de Informática, San José, Costa Rica, 25 al 29 de octubre de 2021.Web applications are permanently being exposed to attacks that exploit their vulnerabilities. To detect and prevent misuse of the functionality provided by an application, it has become necessary to develop techniques that help discern between a valid user of the system and a malicious agent. In recent years, a technology that has been widely deployed to provide automated and non-invasive support for detecting web application attacks is Web Application Firewalls. In this work, we put forward and discuss the application of Process Mining techniques to detect deviations from the expected behavior of web applications. The objects of behavior analysis are logs generated by a widely deployed WAF called ModSecurity. We discuss experiments we have carried out applying our mining method on the well-known e-commerce platform Magento and using the ProM tool for the execution of the process mining techniques.Submitted by Machado Jimena (jmachado@fing.edu.uy) on 2021-08-31T19:27:01Z No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) BITCB21.pdf: 1431036 bytes, checksum: e7eb9913cd5bb24ec499da30cd4097fa (MD5)Approved for entry into archive by Machado Jimena (jmachado@fing.edu.uy) on 2021-08-31T19:29:09Z (GMT) No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) BITCB21.pdf: 1431036 bytes, checksum: e7eb9913cd5bb24ec499da30cd4097fa (MD5)Made available in DSpace by Luna Fabiana (fabiana.luna@seciu.edu.uy) on 2021-09-01T12:33:46Z (GMT). No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) BITCB21.pdf: 1431036 bytes, checksum: e7eb9913cd5bb24ec499da30cd4097fa (MD5) Previous issue date: 202110 p.application/pdfenengCentro Latinoamericano de Estudios de InformáticaLas obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)SecurityWeb applicationsProcess miningWeb application firewallModSecurityProMExploring the application of process mining techniques to improve web application securityPreprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaBruno, MarceloIbañez, PabloTechera, TamaraCalegari, DanielBetarte, GustavoLICENSElicense.txtlicense.txttext/plain; charset=utf-84267http://localhost:8080/xmlui/bitstream/20.500.12008/29281/5/license.txt6429389a7df7277b72b7924fdc7d47a9MD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-850http://localhost:8080/xmlui/bitstream/20.500.12008/29281/2/license_urla006180e3f5b2ad0b88185d14284c0e0MD52license_textlicense_texttext/html; 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- Universidad de la Repúblicafalse |
| spellingShingle | Exploring the application of process mining techniques to improve web application security Bruno, Marcelo Security Web applications Process mining Web application firewall ModSecurity ProM |
| status_str | submittedVersion |
| title | Exploring the application of process mining techniques to improve web application security |
| title_full | Exploring the application of process mining techniques to improve web application security |
| title_fullStr | Exploring the application of process mining techniques to improve web application security |
| title_full_unstemmed | Exploring the application of process mining techniques to improve web application security |
| title_short | Exploring the application of process mining techniques to improve web application security |
| title_sort | Exploring the application of process mining techniques to improve web application security |
| topic | Security Web applications Process mining Web application firewall ModSecurity ProM |
| url | https://hdl.handle.net/20.500.12008/29281 |
