{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T08:49:52Z","timestamp":1765356592278,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":23,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,8,26]],"date-time":"2019-08-26T00:00:00Z","timestamp":1566777600000},"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":[[2019,8,26]]},"DOI":"10.1145\/3350489.3350494","type":"proceedings-article","created":{"date-parts":[[2019,9,5]],"date-time":"2019-09-05T12:16:25Z","timestamp":1567685785000},"page":"1-6","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":13,"title":["Towards a real-time unsupervised estimation of predictive model degradation"],"prefix":"10.1145","author":[{"given":"Tania","family":"Cerquitelli","sequence":"first","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stefano","family":"Proto","sequence":"additional","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Francesco","family":"Ventura","sequence":"additional","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniele","family":"Apiletti","sequence":"additional","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elena","family":"Baralis","sequence":"additional","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,8,26]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2016.2597443"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"crossref","unstructured":"Daniele Apiletti Claudia Barberis Tania Cerquitelli Alberto Macii Enrico Macii Massimo Poncino and Francesco Ventura. 2018. iSTEP an Integrated Self-Tuning Engine for Predictive Maintenance in Industry 4.0. In IEEE International Conference on Parallel & Distributed Processing with Applications Ubiquitous Computing & Communications Big Data & Cloud Computing Social Computing & Networking Sustainable Computing & Communications ISPA\/IUCC\/BDCloud\/SocialCom\/SustainCom 2018 Melbourne Australia December 11-13 2018. 924--931.  Daniele Apiletti Claudia Barberis Tania Cerquitelli Alberto Macii Enrico Macii Massimo Poncino and Francesco Ventura. 2018. iSTEP an Integrated Self-Tuning Engine for Predictive Maintenance in Industry 4.0. In IEEE International Conference on Parallel & Distributed Processing with Applications Ubiquitous Computing & Communications Big Data & Cloud Computing Social Computing & Networking Sustainable Computing & Communications ISPA\/IUCC\/BDCloud\/SocialCom\/SustainCom 2018 Melbourne Australia December 11-13 2018. 924--931.","DOI":"10.1109\/BDCloud.2018.00136"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972771.42"},{"key":"e_1_3_2_1_4_1","unstructured":"Tania Cerquitelli Stefano Proto Francesco Ventura Daniele Apiletti and Elena Baralis. 2019. Automating concept-drift detection by self-evaluating predictive model degradation. arXiv:cs.LG\/1907.08120  Tania Cerquitelli Stefano Proto Francesco Ventura Daniele Apiletti and Elena Baralis. 2019. Automating concept-drift detection by self-evaluating predictive model degradation. arXiv:cs.LG\/1907.08120"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/3019612.3019661"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/2523813"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2015.12.003"},{"key":"e_1_3_2_1_8_1","unstructured":"Ralf Klinkenberg and Thorsten Joachims. 2000. Detecting Concept Drift with Support Vector Machines.. In ICML. 487--494.   Ralf Klinkenberg and Thorsten Joachims. 2000. Detecting Concept Drift with Support Vector Machines.. In ICML. 487--494."},{"key":"e_1_3_2_1_9_1","unstructured":"Jey Han Lau and Timothy Baldwin. 2016. An empirical evaluation of doc2vec with practical insights into document embedding generation. arXiv preprint arXiv:1607.05368 (2016).  Jey Han Lau and Timothy Baldwin. 2016. An empirical evaluation of doc2vec with practical insights into document embedding generation. arXiv preprint arXiv:1607.05368 (2016)."},{"volume-title":"International conference on machine learning. 1188--1196","year":"2014","author":"Le Quoc","key":"e_1_3_2_1_10_1"},{"key":"e_1_3_2_1_11_1","first-page":"1","article-title":"MLlib: Machine Learning in Apache Spark","volume":"17","author":"Meng Xiangrui","year":"2016","journal-title":"J. Mach. Learn. Res."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-016-0484-8"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2011.06.019"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078195"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/BigDataCongress.2018.00012"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/0377-0427(87)90125-7"},{"key":"e_1_3_2_1_17_1","unstructured":"M. Roveri. 2019. Learning Discrete-Time Markov Chains Under Concept Drift. IEEE Transactions on Neural Networks and Learning Systems (2019) 1--13.  M. Roveri. 2019. Learning Discrete-Time Markov Chains Under Concept Drift. IEEE Transactions on Neural Networks and Learning Systems (2019) 1--13."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2017.2775225"},{"key":"e_1_3_2_1_19_1","unstructured":"Pang-Ning Tan Michael Steinbach and Vipin Kumar. 2005. Introduction to Data Mining (First Edition). Addison-Wesley Longman Publishing Co. Inc. Boston MA USA.   Pang-Ning Tan Michael Steinbach and Vipin Kumar. 2005. Introduction to Data Mining (First Edition). Addison-Wesley Longman Publishing Co. Inc. Boston MA USA."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/BigDataCongress.2019.00033"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2006.66"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2017.2771290"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/2934664"}],"event":{"name":"BIRTE 2019: Real-Time Business Intelligence and Analytics","sponsor":["VLDB Endowment Very Large Database Endowment"],"location":"Los Angeles CA USA","acronym":"BIRTE 2019"},"container-title":["Proceedings of Real-Time Business Intelligence and Analytics"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3350489.3350494","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3350489.3350494","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:23:20Z","timestamp":1750202600000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3350489.3350494"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,8,26]]},"references-count":23,"alternative-id":["10.1145\/3350489.3350494","10.1145\/3350489"],"URL":"https:\/\/doi.org\/10.1145\/3350489.3350494","relation":{},"subject":[],"published":{"date-parts":[[2019,8,26]]},"assertion":[{"value":"2019-08-26","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}