A Systematic Review of Recommender Systems and Their Applications in Cybersecurity
This paper discusses the valuable role recommender systems may play in cybersecurity. First, a comprehensive presentation of recommender system types is presented, as well as their advantages and disadvantages, possible applications and security concerns. Then, the paper collects and presents the st...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-08-01
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| Series: | Sensors |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1424-8220/21/15/5248 |
| _version_ | 1797411196972826624 |
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| author | Aleksandra Pawlicka Marek Pawlicki Rafał Kozik Ryszard S. Choraś |
| author_facet | Aleksandra Pawlicka Marek Pawlicki Rafał Kozik Ryszard S. Choraś |
| author_sort | Aleksandra Pawlicka |
| collection | DOAJ |
| description | This paper discusses the valuable role recommender systems may play in cybersecurity. First, a comprehensive presentation of recommender system types is presented, as well as their advantages and disadvantages, possible applications and security concerns. Then, the paper collects and presents the state of the art concerning the use of recommender systems in cybersecurity; both the existing solutions and future ideas are presented. The contribution of this paper is two-fold: to date, to the best of our knowledge, there has been no work collecting the applications of recommenders for cybersecurity. Moreover, this paper attempts to complete a comprehensive survey of recommender types, after noticing that other works usually mention two–three types at once and neglect the others. |
| first_indexed | 2024-03-09T04:42:33Z |
| format | Article |
| id | doaj.art-f85ba7d0e4594250bf32bdcb58a6f2fe |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-03-09T04:42:33Z |
| publishDate | 2021-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-f85ba7d0e4594250bf32bdcb58a6f2fe2023-12-03T13:19:57ZengMDPI AGSensors1424-82202021-08-012115524810.3390/s21155248A Systematic Review of Recommender Systems and Their Applications in CybersecurityAleksandra Pawlicka0Marek Pawlicki1Rafał Kozik2Ryszard S. Choraś3ITTI Sp. z o.o., Rubież 46, 61-612 Poznań, PolandITTI Sp. z o.o., Rubież 46, 61-612 Poznań, PolandITTI Sp. z o.o., Rubież 46, 61-612 Poznań, PolandInstitute of Telecommunications and Computer Sciences, UTP University of Science and Technology, 85-796 Bydgoszcz, PolandThis paper discusses the valuable role recommender systems may play in cybersecurity. First, a comprehensive presentation of recommender system types is presented, as well as their advantages and disadvantages, possible applications and security concerns. Then, the paper collects and presents the state of the art concerning the use of recommender systems in cybersecurity; both the existing solutions and future ideas are presented. The contribution of this paper is two-fold: to date, to the best of our knowledge, there has been no work collecting the applications of recommenders for cybersecurity. Moreover, this paper attempts to complete a comprehensive survey of recommender types, after noticing that other works usually mention two–three types at once and neglect the others.https://www.mdpi.com/1424-8220/21/15/5248recommender systemscollaborative filteringcybersecurity |
| spellingShingle | Aleksandra Pawlicka Marek Pawlicki Rafał Kozik Ryszard S. Choraś A Systematic Review of Recommender Systems and Their Applications in Cybersecurity Sensors recommender systems collaborative filtering cybersecurity |
| title | A Systematic Review of Recommender Systems and Their Applications in Cybersecurity |
| title_full | A Systematic Review of Recommender Systems and Their Applications in Cybersecurity |
| title_fullStr | A Systematic Review of Recommender Systems and Their Applications in Cybersecurity |
| title_full_unstemmed | A Systematic Review of Recommender Systems and Their Applications in Cybersecurity |
| title_short | A Systematic Review of Recommender Systems and Their Applications in Cybersecurity |
| title_sort | systematic review of recommender systems and their applications in cybersecurity |
| topic | recommender systems collaborative filtering cybersecurity |
| url | https://www.mdpi.com/1424-8220/21/15/5248 |
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