{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T15:02:55Z","timestamp":1775746975547,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":33,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,8,17]],"date-time":"2021-08-17T00:00:00Z","timestamp":1629158400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100009318","name":"Helmholtz Association","doi-asserted-by":"publisher","award":["37.12.01 (ESD Sub-Topic 2.1)"],"award-info":[{"award-number":["37.12.01 (ESD Sub-Topic 2.1)"]}],"id":[{"id":"10.13039\/501100009318","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,8,17]]},"DOI":"10.1145\/3465481.3470046","type":"proceedings-article","created":{"date-parts":[[2021,8,16]],"date-time":"2021-08-16T18:07:25Z","timestamp":1629137245000},"page":"1-10","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":8,"title":["A Bayesian Rule Learning Based Intrusion Detection System for the MQTT Communication Protocol"],"prefix":"10.1145","author":[{"given":"Qi","family":"Liu","sequence":"first","affiliation":[{"name":"Karlsruhe Institute of Technology (KIT), DE"}]},{"given":"Hubert B.","family":"Keller","sequence":"additional","affiliation":[{"name":"Karlsruhe Institute of Technology - IAI, DE"}]},{"given":"Veit","family":"Hagenmeyer","sequence":"additional","affiliation":[{"name":"Karlsruhe Institute of Technology, DE"}]}],"member":"320","published-online":{"date-parts":[[2021,8,17]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13638-019-1402-8"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2444095"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2993363"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1155\/2019"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2017.62"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2009.03.006"},{"key":"e_1_3_2_1_7_1","volume-title":"Innovations in Bayesian Networks","author":"Heckerman David","unstructured":"David Heckerman. 2008. A Tutorial on Learning With Bayesian Networks. In Innovations in Bayesian Networks, D. E. Holmes and L. C. Jain (Eds.). Springer, Berlin, Heidelberg."},{"key":"e_1_3_2_1_8_1","article-title":"From Data Mining to Knowledge Discovery in Databases","volume":"17","author":"Fayyad Usama","year":"1996","unstructured":"Usama Fayyad, Gregory Piatetsky-Shapiro, and Padhraic Smyth. 1996. From Data Mining to Knowledge Discovery in Databases. AI Magazine 17, 3 (1996).","journal-title":"AI Magazine"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/iThings-GreenCom-CPSCom-SmartData.2017.115"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-75197-7"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-21542-6_4"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1176344136"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/HIS.2007.68"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-1768-2"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2017.201"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSG.2015.2495133"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3071263"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/1952982.1952995"},{"key":"e_1_3_2_1_20_1","volume-title":"Proceeding of Workshop on Advanced Developments in Software and System Security.","author":"Howard Michael","unstructured":"Michael Howard, Jon Pincus, and Jeannette M. Wing. 2003. Measuring Relative Attack Surfaces. In Proceeding of Workshop on Advanced Developments in Software and System Security."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-6446-4"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/MILCOM.2015.7357520"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","unstructured":"National Institute of Standards and Technology. 2017. An Introduction to Information Security(revision 1 ed.). https:\/\/doi.org\/10.6028\/NIST.SP.800-12r1","DOI":"10.6028\/NIST.SP.800-12r1"},{"key":"e_1_3_2_1_24_1","unstructured":"OASIS Standard. 7th March 2019. MQTT Version 5.0: Edited by Andrew Banks Ed Briggs Ken Borgendale and Rahul Gupta. https:\/\/docs.oasis-open.org\/mqtt\/mqtt\/v5.0\/mqtt-v5.0.html."},{"key":"e_1_3_2_1_25_1","volume-title":"Probabilistic reasoning in intelligent systems: Networks of plausible inference. Morgan Kaufmann","author":"Pearl Judea","unstructured":"Judea Pearl. 1988. Probabilistic reasoning in intelligent systems: Networks of plausible inference. Morgan Kaufmann, San Mateo, CA."},{"key":"e_1_3_2_1_26_1","volume-title":"Introduction to Expert Systems","author":"Jackson Peter","unstructured":"Peter Jackson. 1998. Introduction to Expert Systems(3rd ed.). Addison-Wesley Longman Publishing Co., USA.","edition":"3"},{"key":"e_1_3_2_1_27_1","volume-title":"Learning Bayesian Networks","author":"Neapolitan Richard E.","unstructured":"Richard E. Neapolitan. 2004. Learning Bayesian Networks. Pearson Prentice Hall."},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v035.i03"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-017-15293-w"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/CSNT.2015.16"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/EECSI.2017.8239179"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3133956.3134027"},{"key":"e_1_3_2_1_33_1","volume-title":"Man-in-the-Middle Attacks on MQTT-based IoT Using BERT Based Adversarial Message Generation. In KDD\u201920 Workshops: the 3rd International Workshop on Artificial Intelligence of Things (AIoT).","author":"Wong Henry","year":"2020","unstructured":"Henry Wong and Tie Luo. 2020. Man-in-the-Middle Attacks on MQTT-based IoT Using BERT Based Adversarial Message Generation. In KDD\u201920 Workshops: the 3rd International Workshop on Artificial Intelligence of Things (AIoT)."}],"event":{"name":"ARES 2021: The 16th International Conference on Availability, Reliability and Security","location":"Vienna Austria","acronym":"ARES 2021"},"container-title":["Proceedings of the 16th International Conference on Availability, Reliability and Security"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3465481.3470046","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3465481.3470046","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:17:24Z","timestamp":1750191444000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3465481.3470046"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,17]]},"references-count":33,"alternative-id":["10.1145\/3465481.3470046","10.1145\/3465481"],"URL":"https:\/\/doi.org\/10.1145\/3465481.3470046","relation":{},"subject":[],"published":{"date-parts":[[2021,8,17]]},"assertion":[{"value":"2021-08-17","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}