{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,24]],"date-time":"2025-08-24T00:00:58Z","timestamp":1755993658458,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":17,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,9,22]],"date-time":"2023-09-22T00:00:00Z","timestamp":1695340800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,9,22]]},"DOI":"10.1145\/3660395.3660494","type":"proceedings-article","created":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T18:30:40Z","timestamp":1717266640000},"page":"560-565","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Research on Log Anomaly Detection Method Based on Topic Information"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-2830-9990","authenticated-orcid":false,"given":"Shuai","family":"Li","sequence":"first","affiliation":[{"name":"State Grid Henan Information & Telecommunication Company(Data Center), China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-6478-9536","authenticated-orcid":false,"given":"Haiyang","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, Zhengzhou University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8923-9855","authenticated-orcid":false,"given":"Dingding","family":"Li","sequence":"additional","affiliation":[{"name":"State Grid Henan Information & Telecommunication Company(Data Center), China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-8803-6735","authenticated-orcid":false,"given":"Fangfang","family":"Dang","sequence":"additional","affiliation":[{"name":"State Grid Henan Information & Telecommunication Company(Data Center), China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1618-1574","authenticated-orcid":false,"given":"Ruimin","family":"Wang","sequence":"additional","affiliation":[{"name":"School?of Computer?and?Artificial?Intelligence, Zhengzhou University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,6]]},"reference":[{"issue":"06","key":"e_1_3_2_1_1_1","first-page":"1","article-title":"A review of log-based anomaly detection techniques","volume":"6","author":"Yingjun ZHANG","year":"2020","unstructured":"ZHANG Yingjun, LIU Shangqi, YANG Mu, A review of log-based anomaly detection techniques. Journal of Cybersecurity and Information Security, 2020, 6 (06): 1-12.","journal-title":"Journal of Cybersecurity and Information Security"},{"key":"e_1_3_2_1_2_1","volume-title":"Log-based anomaly detection with deep learning: how far are we? [C]\/\/ Proceedings of the 44th International Conference on Software Engineering","author":"Hongyu LE","year":"2022","unstructured":"LE V. H. and ZHANG Hongyu. Log-based anomaly detection with deep learning: how far are we? [C]\/\/ Proceedings of the 44th International Conference on Software Engineering. New York: ACM, 2022: 1, 356-1, 367."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCASIT55263.2022.9986813"},{"key":"e_1_3_2_1_4_1","first-page":"1","article-title":"A review of recurrent neural networks","volume":"38","author":"Li YANG","year":"2018","unstructured":"YANG Li, WU Yuqian, WANG Junli, A review of recurrent neural networks. Journal of Computer Applications, 2018, 38 (S2): 1-6+26.","journal-title":"Journal of Computer Applications"},{"key":"e_1_3_2_1_5_1","volume-title":"ZHANG Guineng","author":"Min DU","year":"2017","unstructured":"DU Min, LI Feifei, ZHANG Guineng, Deeplog: Anomaly detection and diagnosis from system logs through deep learning [C]\/\/ Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications Security. 2017: 1, 285-1, 298."},{"key":"e_1_3_2_1_6_1","unstructured":"MENG Weibin LIU Ying ZHU Yichen LogAnomaly: Unsupervised detection of sequential and quantitative anomalies in unstructured logs [C]\/\/ IJCAI. 2019: 4 739-4 745."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"crossref","unstructured":"ZHANG Xu XU Yong LIN Qingwei Robust log-based anomaly detection on unstable log data [C]\/\/ Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering. 2019: 807-817.","DOI":"10.1145\/3338906.3338931"},{"key":"e_1_3_2_1_8_1","volume-title":"Clustering event logs using iterative partitioning [C] \/\/ Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data MiningKDD\u201909","author":"MAKANJU A., ZINCIR","year":"2009","unstructured":"MAKANJU A., ZINCIR HEYWOOD A., and EVANGELOS E. Clustering event logs using iterative partitioning [C] \/\/ Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data MiningKDD\u201909. New York, USA: Association for Computing Machinery, 2009: 1, 255-1, 264."},{"key":"e_1_3_2_1_9_1","volume-title":"LogSig: Generation of system events from raw textual logs [C]\/\/ Proceedings of the 20th ACM International Conference on Information and Knowledge Management- CIKM\u201911","author":"Liang TANG","year":"2011","unstructured":"TANG Liang, LI Tao, and PERNG C. S. LogSig: Generation of system events from raw textual logs [C]\/\/ Proceedings of the 20th ACM International Conference on Information and Knowledge Management- CIKM\u201911. New York, USA: Association for Computing Machinery, 2011: 785-794."},{"key":"e_1_3_2_1_10_1","volume-title":"Incremental mining of system log format [C]\/\/ 2013 IEEE International Conference on Services Computing","author":"MIZUTANI","year":"2013","unstructured":"MIZUTANI M. Incremental mining of system log format [C]\/\/ 2013 IEEE International Conference on Services Computing. Piscataway, USA: IEEE, 2013: 595-602."},{"key":"e_1_3_2_1_11_1","volume-title":"Spell: Streaming parsing of system event logs [C]\/\/ 2016 IEEE 16th International Conference on DataMining (ICDM)","author":"Min DU","year":"2016","unstructured":"DU Min and LI Feifei. Spell: Streaming parsing of system event logs [C]\/\/ 2016 IEEE 16th International Conference on DataMining (ICDM). Piscataway, USA: IEEE, 2016: 859-864."},{"issue":"3","key":"e_1_3_2_1_12_1","first-page":"879","article-title":"efficient log parsing using n-gram dictionaries [J]","volume":"48","author":"Hetong DAI","year":"2022","unstructured":"DAI Hetong, LI Heng, SHANG Weiyi, Logram: efficient log parsing using n-gram dictionaries [J]. IEEE Transactions on Software Engineering, 2022, 48 (3): 879-892.","journal-title":"IEEE Transactions on Software Engineering"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3543146.3543168"},{"key":"e_1_3_2_1_14_1","volume-title":"ZHENG Zibin","author":"Pinjia HE","year":"2017","unstructured":"HE Pinjia, ZHU Jieming, ZHENG Zibin, Drain: An online log parsing approach with fixed depth tree [C]\/\/ 2017 IEEE International Conference on Web Services (ICWS). Piscataway, USA: IEEE, 2017: 33-40."},{"issue":"12","key":"e_1_3_2_1_15_1","first-page":"2","article-title":"topic modeling over short texts [J]","volume":"26","author":"Xueqi CHENG","year":"2014","unstructured":"CHENG Xueqi, YAN Xiaohui, LAN Yanyan, BTM: topic modeling over short texts [J]. IEEE Transactions on Knowledge and Data Engineering, 2014, 26 (12): 2, 928-2, 941.","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"issue":"11","key":"e_1_3_2_1_16_1","first-page":"2","article-title":"Document clustering based on probabilistic topic models","volume":"40","author":"Lidong WANG","year":"2012","unstructured":"WANG Lidong, WEI Baogang, and YUAN Jie. Document clustering based on probabilistic topic models. Chinese Journal of Electronics, 2012, 40 (11): 2, 346-2, 350.","journal-title":"Chinese Journal of Electronics"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1360\/N112016-00306"}],"event":{"name":"AIBDF 2023: 2023 3rd Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence and Big Data Forum","acronym":"AIBDF 2023","location":"Guangzhou China"},"container-title":["Proceedings of the 2023 3rd Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence and Big Data Forum"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3660395.3660494","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3660395.3660494","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T23:33:53Z","timestamp":1755905633000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3660395.3660494"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,9,22]]},"references-count":17,"alternative-id":["10.1145\/3660395.3660494","10.1145\/3660395"],"URL":"https:\/\/doi.org\/10.1145\/3660395.3660494","relation":{},"subject":[],"published":{"date-parts":[[2023,9,22]]},"assertion":[{"value":"2024-06-01","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}