{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T11:10:11Z","timestamp":1751713811075,"version":"3.41.0"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031976476"},{"type":"electronic","value":"9783031976483"}],"license":[{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-031-97648-3_22","type":"book-chapter","created":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T10:29:00Z","timestamp":1751711340000},"page":"325-339","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["MLE-RBA: A Machine Learning-Empowered Risk-Based Authentication Algorithm"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-1832-6574","authenticated-orcid":false,"given":"Iurii","family":"Matiushin","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2458-3194","authenticated-orcid":false,"given":"Vladimir","family":"Korkhov","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,6,28]]},"reference":[{"issue":"4","key":"22_CR1","doi-asserted-by":"publisher","first-page":"317","DOI":"10.69554\/XHZE7164","volume":"4","author":"Y Rashidi","year":"2021","unstructured":"Rashidi, B., Garg, V.: Open sesame: lessons in password-based user authentication. Cyber Secur. A Peer-Reviewed J. 4(4), 317\u2013329 (2021)","journal-title":"Cyber Secur. A Peer-Reviewed J."},{"key":"22_CR2","unstructured":"Security vs. usability: Pros and cons of risk-based authentication. https:\/\/www.infosecinstitute.com\/resources\/management-compliance-auditing\/security-vs-usability-pros-cons-of-risk-based-authentication. Accessed 01 Mar 2025"},{"key":"22_CR3","doi-asserted-by":"crossref","unstructured":"Freeman, D., et al.: Who are you? a statistical approach to measuring user authenticity. NDSS, vol. 16 (2016)","DOI":"10.14722\/ndss.2016.23240"},{"key":"22_CR4","unstructured":"Wiefling, S., Iacono, L.L., D\u00fcrmuth, M.: \u201cIs this really you? An empirical study on risk-based authentication applied in the wild. In: ICT Systems Security and Privacy Protection: 34th IFIP TC 11 International Conference, SEC 2019, Lisbon, Portugal, June 25\u201327, 2019, Proceedings 34. Springer (2019)"},{"key":"22_CR5","unstructured":"Wiefling, S., D\u00fcrmuth, M., Iacono, L.L.: What\u2019s in score for website users: a data-driven long-term study on risk-based authentication characteristics. In: Financial Cryptography and Data Security: 25th International Conference, FC 2021, Virtual Event, March 1\u20135, 2021, Revised Selected Papers, Part II 25. Springer, Heidelberg (2021)"},{"key":"22_CR6","doi-asserted-by":"crossref","unstructured":"Wiefling, S., D\u00fcrmuth, M., Iacono, L.L.: \u201cMore than just good passwords? a study on usability and security perceptions of risk-based authentication. In: Proceedings of the 36th Annual Computer Security Applications Conference (2020)","DOI":"10.1145\/3427228.3427243"},{"key":"22_CR7","unstructured":"Fereidouni, H., et al.: F-RBA: A Federated Learning-based Framework for Risk-based Authentication. arXiv preprint arXiv:2412.12324 (2024)"},{"key":"22_CR8","unstructured":"rba-algorithm. https:\/\/github.com\/das-group\/rba-algorithm. Accessed 20 Mar 2025"},{"key":"22_CR9","doi-asserted-by":"publisher","first-page":"61129","DOI":"10.1109\/ACCESS.2023.3286376","volume":"11","author":"C Picard","year":"2023","unstructured":"Picard, C., Pierre, S.: RLAuth: A risk-based authentication system using reinforcement learning. IEEE Access 11, 61129\u201361143 (2023)","journal-title":"IEEE Access"},{"key":"22_CR10","doi-asserted-by":"crossref","unstructured":"Makowski, J.-P., P\u00f6hn, D.: Evaluation of real-world risk-based authentication at online services revisited: complexity wins. In: Proceedings of the 18th International Conference on Availability, Reliability and Security (2023)","DOI":"10.1145\/3600160.3605024"},{"key":"22_CR11","unstructured":"MLE-RBA. https:\/\/github.com\/YuriyM-SPB\/MLE-RBA. Accessed 23 Mar 2025"},{"key":"22_CR12","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1613\/jair.953","volume":"16","author":"NV Chawla","year":"2002","unstructured":"Chawla, N.V., et al.: SMOTE: synthetic minority over-sampling technique. J. Artif. Intell. Res. 16, 321\u2013357 (2002)","journal-title":"J. Artif. Intell. Res."},{"key":"22_CR13","unstructured":"SMOTETomek. https:\/\/imbalanced-learn.org\/stable\/references\/generated\/imblearn.combine.SMOTETomek.html. Accessed 23 Mar 2025"},{"issue":"1","key":"22_CR14","first-page":"1","volume":"26","author":"S Wiefling","year":"2022","unstructured":"Wiefling, S., et al.: Pump up password security! Evaluating and enhancing risk-based authentication on a real-world large-scale online service. ACM Trans. Privacy Secur. 26(1), 1\u201336 (2022)","journal-title":"ACM Trans. Privacy Secur."},{"key":"22_CR15","unstructured":"rba-dataset. https:\/\/github.com\/das-group\/rba-dataset. Accessed 21 Mar 2025"},{"issue":"5","key":"22_CR16","volume":"11","author":"PP Angelov","year":"2021","unstructured":"Angelov, P.P., et al.: Explainable artificial intelligence: an analytical review. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 11(5), e1424 (2021)","journal-title":"Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"},{"key":"22_CR17","doi-asserted-by":"crossref","unstructured":"Matiushin, I., Korkhov, V.: Continuous authentication methods for zero-trust cybersecurity architecture. In: International Conference on Computational Science and Its Applications. Springer, Cham (2023)","DOI":"10.1007\/978-3-031-37120-2_22"}],"container-title":["Lecture Notes in Computer Science","Computational Science and Its Applications \u2013 ICCSA 2025 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-97648-3_22","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T10:29:07Z","timestamp":1751711347000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-97648-3_22"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,28]]},"ISBN":["9783031976476","9783031976483"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-97648-3_22","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2025,6,28]]},"assertion":[{"value":"28 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICCSA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Science and Its Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Istanbul","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"T\u00fcrkiye","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccsa2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iccsa.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}