{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T01:25:10Z","timestamp":1775525110008,"version":"3.50.1"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2019,1,30]],"date-time":"2019-01-30T00:00:00Z","timestamp":1548806400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100009880","name":"Regione Lazio","doi-asserted-by":"publisher","award":["FILAS-RU-2014-1113"],"award-info":[{"award-number":["FILAS-RU-2014-1113"]}],"id":[{"id":"10.13039\/501100009880","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100009880","name":"Regione Lazio","doi-asserted-by":"publisher","award":["FILAS-RU-2014-1186"],"award-info":[{"award-number":["FILAS-RU-2014-1186"]}],"id":[{"id":"10.13039\/501100009880","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003407","name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","doi-asserted-by":"publisher","award":["PON03PE_00214_3"],"award-info":[{"award-number":["PON03PE_00214_3"]}],"id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003407","name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","doi-asserted-by":"publisher","award":["CTN01_00034_23154"],"award-info":[{"award-number":["CTN01_00034_23154"]}],"id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003407","name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","doi-asserted-by":"publisher","award":["SCN_00064"],"award-info":[{"award-number":["SCN_00064"]}],"id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2020,5]]},"DOI":"10.1007\/s12652-019-01211-7","type":"journal-article","created":{"date-parts":[[2019,1,30]],"date-time":"2019-01-30T08:05:59Z","timestamp":1548835559000},"page":"1997-2025","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":24,"title":["Visual process maps: a visualization tool for discovering habits in smart homes"],"prefix":"10.1007","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9216-8502","authenticated-orcid":false,"given":"Francesco","family":"Leotta","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9730-8882","authenticated-orcid":false,"given":"Massimo","family":"Mecella","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5955-9883","authenticated-orcid":false,"given":"Daniele","family":"Sora","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,1,30]]},"reference":[{"key":"1211_CR1","unstructured":"Augusto JC, Nugent CD (2004) The use of temporal reasoning and management of complex events in smart homes. In: Proceedings of the 16th European conference on artificial intelligence, ECAI\u201904. IOS Press, Amsterdam, pp 778\u2013782. \nhttp:\/\/dl.acm.org\/citation.cfm?id=3000001.3000165"},{"issue":"4","key":"1211_CR2","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1080\/18756891.2008.9727632","volume":"1","author":"JC Augusto","year":"2008","unstructured":"Augusto JC, Liu J, McCullagh P, Wang H, Yang JB (2008) Management of uncertainty and spatio-temporal aspects for monitoring and diagnosis in a smart home. Int J Comput Intell Syst 1(4):361\u2013378. \nhttps:\/\/doi.org\/10.1080\/18756891.2008.9727632","journal-title":"Int J Comput Intell Syst"},{"key":"1211_CR3","unstructured":"Avci A, Bosch S, Marin-Perianu M, Marin-Perianu R, Havinga P (2010) Activity recognition using inertial sensing for healthcare, wellbeing and sports applications: a survey. In: Architecture of computing systems (ARCS), 23rd international conference. Springer, Berlin, pp 1\u201310"},{"issue":"1","key":"1211_CR4","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1007\/s00779-011-0471-4","volume":"16","author":"A Aztiria","year":"2012","unstructured":"Aztiria A, Augusto JC, Basagoiti R, Izaguirre A, Cook DJ (2012) Discovering frequent user-environment interactions in intelligent environments. Pers Ubiquitous Comput 16(1):91\u2013103. \nhttps:\/\/doi.org\/10.1007\/s00779-011-0471-4","journal-title":"Pers Ubiquitous Comput"},{"key":"1211_CR5","doi-asserted-by":"publisher","unstructured":"Aztiria A, Izaguirre A, Basagoiti R, Augusto JC, Cook D (2010) Automatic modeling of frequent user behaviours in intelligent environments. In: Intelligent environments (IE), 2010 sixth international conference. IEEE, pp 7\u201312. \nhttps:\/\/doi.org\/10.1109\/IE.2010.9","DOI":"10.1109\/IE.2010.9"},{"key":"1211_CR6","doi-asserted-by":"publisher","unstructured":"Aztiria A, Izaguirre A, Basagoiti R, Augusto JC, Cook DJ (2009) Discovering frequent sets of actions in intelligent environments. In: Intelligent environments. iOS Press, Amsterdam, pp 153\u2013160. \nhttps:\/\/doi.org\/10.3233\/978-1-60750-034-6-153","DOI":"10.3233\/978-1-60750-034-6-153"},{"issue":"2","key":"1211_CR7","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1016\/j.pmcj.2009.06.002","volume":"6","author":"C Bettini","year":"2010","unstructured":"Bettini C, Brdiczka O, Henricksen K, Indulska J, Nicklas D, Ranganathan A, Riboni D (2010) A survey of context modelling and reasoning techniques. Pervasive Mob Comput 6(2):161\u2013180. \nhttps:\/\/doi.org\/10.1016\/j.pmcj.2009.06.002","journal-title":"Pervasive Mob Comput"},{"issue":"03","key":"1211_CR8","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1017\/S0269888904000025","volume":"18","author":"H Chen","year":"2003","unstructured":"Chen H, Finin T, Joshi A (2003) An ontology for context-aware pervasive computing environments. Knowl Eng Rev 18(03):197\u2013207. \nhttps:\/\/doi.org\/10.1017\/S0269888904000025","journal-title":"Knowl Eng Rev"},{"issue":"5","key":"1211_CR9","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/j.pmcj.2010.04.002","volume":"6","author":"AK Clear","year":"2010","unstructured":"Clear AK, Holland T, Dobson S, Quigley A, Shannon R, Nixon P (2010) Situvis: a sensor data analysis and abstraction tool for pervasive computing systems. Pervasive Mob Comput 6(5):575\u2013589. \nhttps:\/\/doi.org\/10.1016\/j.pmcj.2010.04.002","journal-title":"Pervasive Mob Comput"},{"issue":"1","key":"1211_CR10","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1109\/MIS.2010.112","volume":"27","author":"DJ Cook","year":"2012","unstructured":"Cook DJ (2012) Learning setting-generalized activity models for smart spaces. IEEE Intell Syst 27(1):32\u201338","journal-title":"IEEE Intell Syst"},{"key":"1211_CR11","doi-asserted-by":"crossref","unstructured":"Dumas M, La\u00a0Rosa M, Mendling J, Reijers HA (2018) Fundamentals of business process management, 2nd edn. Springer, Berlin Heidelberg","DOI":"10.1007\/978-3-662-56509-4"},{"key":"1211_CR12","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.is.2014.04.006","volume":"46","author":"L Garc\u00eda-Ba\u00f1uelos","year":"2014","unstructured":"Garc\u00eda-Ba\u00f1uelos L, Dumas M, La Rosa M, De Weerdt J, Ekanayake CC (2014) Controlled automated discovery of collections of business process models. Inf Syst 46:85\u2013101. \nhttps:\/\/doi.org\/10.1016\/j.is.2014.04.006","journal-title":"Inf Syst"},{"issue":"121","key":"1211_CR13","doi-asserted-by":"publisher","first-page":"124","DOI":"10.2307\/2223319","volume":"31","author":"C Gini","year":"1921","unstructured":"Gini C (1921) Measurement of inequality of incomes. Econ J 31(121):124\u2013126. \nhttps:\/\/doi.org\/10.2307\/2223319","journal-title":"Econ J"},{"key":"1211_CR14","doi-asserted-by":"crossref","unstructured":"Gottfried B, Guesgen H, Hubner S (2006) Spatiotemporal reasoning for smart homes. In: Augusto J, Nugent C (eds) Designing smart homes, lecture notes in computer science, vol 4008. Springer, Berlin, pp 16\u201334","DOI":"10.1007\/11788485_2"},{"issue":"1","key":"1211_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jnca.2004.06.002","volume":"28","author":"T Gu","year":"2005","unstructured":"Gu T, Pung HK, Zhang DQ (2005) A service-oriented middleware for building context-aware services. J Netw Comput Appl 28(1):1\u201318. \nhttps:\/\/doi.org\/10.1016\/j.jnca.2004.06.002","journal-title":"J Netw Comput Appl"},{"key":"1211_CR16","doi-asserted-by":"publisher","unstructured":"G\u00fcnther CW, Van Der\u00a0Aalst WM (2007) Fuzzy mining\u2013adaptive process simplification based on multi-perspective metrics. In: Business process management. Springer, Berlin Heidelberg, pp 328\u2013343. \nhttps:\/\/doi.org\/10.1007\/978-3-540-75183-0_24","DOI":"10.1007\/978-3-540-75183-0_24"},{"issue":"9","key":"1211_CR17","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1109\/MC.2018.3620965","volume":"51","author":"H Hagras","year":"2018","unstructured":"Hagras H (2018) Toward human-understandable, explainable AI. IEEE Comput 51(9):28\u201336. \nhttps:\/\/doi.org\/10.1109\/MC.2018.3620965","journal-title":"IEEE Comput"},{"key":"1211_CR18","doi-asserted-by":"publisher","unstructured":"Helaoui R, Riboni D, Stuckenschmidt H (2013) A probabilistic ontological framework for the recognition of multilevel human activities. In: Proceedings of the 2013 ACM international joint conference on pervasive and ubiquitous computing. ACM, pp 345\u2013354. \nhttps:\/\/doi.org\/10.1145\/2493432.2493501","DOI":"10.1145\/2493432.2493501"},{"issue":"1","key":"1211_CR19","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.pmcj.2005.07.003","volume":"2","author":"K Henricksen","year":"2006","unstructured":"Henricksen K, Indulska J (2006) Developing context-aware pervasive computing applications: models and approach. Pervasive Mob Comput 2(1):37\u201364. \nhttps:\/\/doi.org\/10.1016\/j.pmcj.2005.07.003","journal-title":"Pervasive Mob Comput"},{"key":"1211_CR20","unstructured":"Jorbina K, Rozumnyi A, Verenich I, Di\u00a0Francescomarino C, Dumas M, Ghidini C, Maggi FM, La\u00a0Rosa M, Raboczi S (2017) Nirdizati: a web-based tool for predictive process monitoring. In: Proceedings of the BPM demo track with 15th international conference on business process modeling (BPM 2017), Barcelona, Spain, September 13, 2017. \nhttp:\/\/ceur-ws.org\/Vol-1920\/BPM_2017_paper_202.pdf"},{"key":"1211_CR21","doi-asserted-by":"publisher","unstructured":"Lee JG, Han J, Whang KY (2007) Trajectory clustering: a partition-and-group framework. In: Proceedings of the 2007 ACM SIGMOD international conference on management of data, pp 593\u2013604. \nhttps:\/\/doi.org\/10.1145\/1247480.1247546","DOI":"10.1145\/1247480.1247546"},{"key":"1211_CR22","doi-asserted-by":"publisher","unstructured":"Leotta F, Mecella M, Mendling J (2015) Applying process mining to smart spaces: perspectives and research challenges. In: Advanced information systems eng.ing workshops. Springer, Cham, pp 298\u2013304. \nhttps:\/\/doi.org\/10.1007\/978-3-319-19243-7_28","DOI":"10.1007\/978-3-319-19243-7_28"},{"key":"1211_CR23","doi-asserted-by":"publisher","unstructured":"Loke SW (2004) Logic programming for context-aware pervasive computing: language support, characterizing situations, and integration with the web. In: Proceedings of the 2004 IEEE\/WIC\/ACM international conference on web intelligence, pp 44\u201350. \nhttps:\/\/doi.org\/10.1109\/WI.2004.10035","DOI":"10.1109\/WI.2004.10035"},{"issue":"2","key":"1211_CR24","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1016\/j.pmcj.2009.03.004","volume":"6","author":"SW Loke","year":"2010","unstructured":"Loke SW (2010) Incremental awareness and compositionality: a design philosophy for context-aware pervasive systems. Pervasive Mob Comput 6(2):239\u2013253. \nhttps:\/\/doi.org\/10.1016\/j.pmcj.2009.03.004","journal-title":"Pervasive Mob Comput"},{"issue":"6","key":"1211_CR25","doi-asserted-by":"publisher","first-page":"976","DOI":"10.1016\/j.imavis.2009.11.014","volume":"28","author":"R Poppe","year":"2010","unstructured":"Poppe R (2010) A survey on vision-based human action recognition. Image Vis Comput 28(6):976\u2013990. \nhttps:\/\/doi.org\/10.1016\/j.imavis.2009.11.014","journal-title":"Image Vis Comput"},{"issue":"03","key":"1211_CR26","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1017\/S0269888904000037","volume":"18","author":"A Ranganathan","year":"2003","unstructured":"Ranganathan A, McGrath R, Campbell R, Mickunas M (2003) Use of ontologies in a pervasive computing environment. Knowl Eng Rev 18(03):209\u2013220. \nhttps:\/\/doi.org\/10.1017\/S0269888904000037","journal-title":"Knowl Eng Rev"},{"issue":"4","key":"1211_CR27","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1145\/2508037.2508045","volume":"4","author":"P Rashidi","year":"2013","unstructured":"Rashidi P, Cook DJ (2013) Com: a method for mining and monitoring human activity patterns in home-based health monitoring systems. ACM Trans Intell Syst Technol (TIST) 4(4):64. \nhttps:\/\/doi.org\/10.1145\/2508037.2508045","journal-title":"ACM Trans Intell Syst Technol (TIST)"},{"key":"1211_CR28","doi-asserted-by":"publisher","unstructured":"Riboni D, Bettini C (2009) Context-aware activity recognition through a combination of ontological and statistical reasoning. In: Ubiquitous intelligence and computing, pp 39\u201353. \nhttps:\/\/doi.org\/10.1007\/978-3-642-02830-4_5","DOI":"10.1007\/978-3-642-02830-4_5"},{"key":"1211_CR29","doi-asserted-by":"publisher","unstructured":"Riboni D, Sztyler T, Civitarese G, Stuckenschmidt H (2016) Unsupervised recognition of interleaved activities of daily living through ontological and probabilistic reasoning. In: Proceedings of the 2016 ACM international joint conference on pervasive and ubiquitous computing. ACM, New York, pp 1\u201312. \nhttps:\/\/doi.org\/10.1145\/2971648.2971691","DOI":"10.1145\/2971648.2971691"},{"key":"1211_CR30","unstructured":"Russell SJ, Norvig P (2010) Artificial intelligence\u2014a modern approach (3. internat. ed.). Pearson Education, Upper Saddle River, NJ, USA"},{"key":"1211_CR31","unstructured":"Tax N, Alasgarov E, Sidorova N, Haakma R (2016a) On generation of time-based label refinements. In: Proceedings of the 25th international workshop on concurrency, specification and programming, Rostock, Germany, September 28\u201330, 2016, CEUR-WS.org, CEUR Workshop Proceedings, vol 1698, pp 25\u201336. \nhttp:\/\/ceur-ws.org\/Vol-1698\/CS&P2016_03_Tax&Alasgarov&Sidorova&Haakma_On-Generation-of-Time-based-Label-Refinements.pdf"},{"key":"1211_CR32","doi-asserted-by":"publisher","unstructured":"Tax N, Sidorova N, Haakma R, van\u00a0der Aalst WM (2016b) Event abstraction for process mining using supervised learning techniques. In: Proceedings of SAI intelligent systems conference. Springer, Cham, pp 251\u2013269. \nhttps:\/\/doi.org\/10.1007\/978-3-319-56994-9_18","DOI":"10.1007\/978-3-319-56994-9_18"},{"key":"1211_CR33","doi-asserted-by":"publisher","unstructured":"Tax N, Verenich I, La\u00a0Rosa M, Dumas M (2017) Predictive business process monitoring with LSTM neural networks. In: Advanced information systems engineering---29th international conference, CAiSE 2017, Essen, Germany, June 12\u201316, 2017, proceedings, pp 477\u2013492. \nhttps:\/\/doi.org\/10.1007\/978-3-319-59536-8_30","DOI":"10.1007\/978-3-319-59536-8_30"},{"key":"1211_CR34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-49851-4","volume-title":"Process mining. Data science in action","author":"WM Aalst van der","year":"2016","unstructured":"van der Aalst WM (2016) Process mining. Data science in action. Springer, Berlin Heidelberg"},{"issue":"4","key":"1211_CR35","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1017\/S0269888907001208","volume":"22","author":"J Ye","year":"2007","unstructured":"Ye J, Coyle L, Dobson S, Nixon P (2007) Ontology-based models in pervasive computing systems. Knowl Eng Rev 22(4):315\u2013347. \nhttps:\/\/doi.org\/10.1017\/S0269888907001208","journal-title":"Knowl Eng Rev"},{"issue":"1","key":"1211_CR36","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1016\/j.pmcj.2011.01.004","volume":"8","author":"J Ye","year":"2012","unstructured":"Ye J, Dobson S, McKeever S (2012) Situation identification techniques in pervasive computing: a review. Pervasive Mob Comput 8(1):36\u201366. \nhttps:\/\/doi.org\/10.1016\/j.pmcj.2011.01.004","journal-title":"Pervasive Mob Comput"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12652-019-01211-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01211-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01211-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,24]],"date-time":"2020-04-24T16:12:57Z","timestamp":1587744777000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12652-019-01211-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1,30]]},"references-count":36,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2020,5]]}},"alternative-id":["1211"],"URL":"https:\/\/doi.org\/10.1007\/s12652-019-01211-7","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"value":"1868-5137","type":"print"},{"value":"1868-5145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1,30]]},"assertion":[{"value":"30 May 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 January 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 January 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}