{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T23:02:31Z","timestamp":1777071751199,"version":"3.51.4"},"publisher-location":"Cham","reference-count":38,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031924736","type":"print"},{"value":"9783031924743","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-92474-3_2","type":"book-chapter","created":{"date-parts":[[2025,5,15]],"date-time":"2025-05-15T18:15:24Z","timestamp":1747332924000},"page":"20-36","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Challenges in\u00a0Data Quality Management for\u00a0IoT-Enhanced Event Logs"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6407-7221","authenticated-orcid":false,"given":"Yannis","family":"Bertrand","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2458-9943","authenticated-orcid":false,"given":"Alexander","family":"Schultheis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6866-0799","authenticated-orcid":false,"given":"Lukas","family":"Malburg","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7538-1248","authenticated-orcid":false,"given":"Joscha","family":"Gr\u00fcger","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7579-910X","authenticated-orcid":false,"given":"Estefan\u00eda Serral","family":"Asensio","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5515-7158","authenticated-orcid":false,"given":"Ralph","family":"Bergmann","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,5,16]]},"reference":[{"issue":"1","key":"2_CR1","doi-asserted-by":"publisher","first-page":"39","DOI":"10.3233\/AIC-1994-7104","volume":"7","author":"A Aamodt","year":"1994","unstructured":"Aamodt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 7(1), 39\u201359 (1994)","journal-title":"AI Commun."},{"issue":"11","key":"2_CR2","doi-asserted-by":"publisher","first-page":"832","DOI":"10.1145\/182.358434","volume":"26","author":"JF Allen","year":"1983","unstructured":"Allen, J.F.: Maintaining knowledge about temporal intervals. Commun. ACM 26(11), 832\u2013843 (1983)","journal-title":"Commun. ACM"},{"key":"2_CR3","volume":"133","author":"A Banham","year":"2022","unstructured":"Banham, A., Leemans, S.J., Wynn, M.T., Andrews, R., Laupland, K.B., Shinners, L.: xPM: enhancing exogenous data visibility. AI Med. 133, 102409 (2022)","journal-title":"AI Med."},{"key":"2_CR4","unstructured":"Batini, C., Scannapieco, M.: Data Quality: Concepts, Methodologies and Techniques. DCSA. Springer, Cham (2006)"},{"key":"2_CR5","doi-asserted-by":"crossref","unstructured":"Batini, C., Scannapieco, M.: Data and Information Quality. Data-Cent. Syst. Appl. 63 (2016)","DOI":"10.1007\/978-3-319-24106-7"},{"key":"2_CR6","unstructured":"Bergmann, R.: Experience Management: Foundations, Development Methodology, and Internet-Based Applications. LNCS, vol.\u00a02432. Springer, Cham (2003)"},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"Bertrand, Y., De\u00a0Weerdt, J., Serral, E.: Assessing the suitability of traditional event log standards for IoT-enhanced event logs. In: BPM 2022, pp. 63\u201375. Springer, Cham (2022)","DOI":"10.1007\/978-3-031-25383-6_6"},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Bertrand, Y., Van\u00a0Belle, R., De\u00a0Weerdt, J., Serral, E.: Defining data quality issues in process mining with IoT data. In: ICPM 2022 Workshops. LNBIP, vol.\u00a0468, pp. 422\u2013434. Springer, Cham (2022)","DOI":"10.1007\/978-3-031-27815-0_31"},{"key":"2_CR9","unstructured":"Breitman, K.K., Casanova, M.A., Truszkowski, W.: Semantic Web: Concepts, Technologies and Applications. NASA MSSE. Springer, Cham (2007)"},{"key":"2_CR10","doi-asserted-by":"crossref","unstructured":"Brzychczy, E., Trzcionkowska, A.: Creation of an event log from a low-level machinery monitoring system for process mining purposes. In: IDEAL 2021, pp. 54\u201363. Springer, Cham (2018)","DOI":"10.1007\/978-3-030-03496-2_7"},{"issue":"7","key":"2_CR11","doi-asserted-by":"publisher","first-page":"6481","DOI":"10.1109\/JIOT.2019.2958185","volume":"7","author":"AA Cook","year":"2020","unstructured":"Cook, A.A., M\u0131s\u0131rl\u0131, G., Fan, Z.: Anomaly detection for IoT time-series data: a survey. IEEE Internet Things J. 7(7), 6481\u20136494 (2020)","journal-title":"IEEE Internet Things J."},{"key":"2_CR12","unstructured":"Ehrlinger, L., W\u00f6\u00df, W.: Automated data quality monitoring. In: 22nd ICIQ Proceedings, pp. 15.1\u201315.9. Little Rock, AR (2017)"},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"Fensel, D., et al.: Knowledge Graphs - Methodology, Tools and Selected Use Cases. Springer, Cham (2020)","DOI":"10.1007\/978-3-030-37439-6"},{"key":"2_CR14","doi-asserted-by":"crossref","unstructured":"Goknil, A., et al.: A systematic review of data quality in CPS and IoT for industry 4.0. ACM Comput. Surv. 55(14s), 1\u201338 (2023)","DOI":"10.1145\/3593043"},{"key":"2_CR15","doi-asserted-by":"crossref","unstructured":"Janiesch, C., et al.: The Internet-of-Things meets business process management. A Manifesto. IEEE Syst. Man Cybern. Mag. 6(4), 34\u201344 (2020)","DOI":"10.1109\/MSMC.2020.3003135"},{"key":"2_CR16","doi-asserted-by":"crossref","unstructured":"Kaisler, S.H., Armour, F., Espinosa, J.A., Money, W.: Big data: issues and challenges moving forward. In: 46th HICSS Proceedings, pp. 995\u20131004. IEEE Computer Society (2013)","DOI":"10.1109\/HICSS.2013.645"},{"key":"2_CR17","first-page":"57","volume":"73","author":"A Karkouch","year":"2016","unstructured":"Karkouch, A., Mousannif, H., Al Moatassime, H., Noel, T.: Data quality in Internet of Things: a state-of-the-art survey. JNCA 73, 57\u201381 (2016)","journal-title":"JNCA"},{"key":"2_CR18","unstructured":"Koschmider, A., Janssen, D., Mannhardt, F.: Framework for process discovery from sensor data. In: EMISA, pp. 32\u201338 (2020)"},{"key":"2_CR19","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1007\/978-3-319-19243-7_28","volume-title":"Advanced Information Systems Engineering Workshops","author":"F Leotta","year":"2015","unstructured":"Leotta, F., Mecella, M., Mendling, J.: Applying process mining to smart spaces: perspectives and research challenges. In: Persson, A., Stirna, J. (eds.) CAiSE 2015. LNBIP, vol. 215, pp. 298\u2013304. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-19243-7_28"},{"key":"2_CR20","unstructured":"Malburg, L., Schultheis, A., Bergmann, R.: Modeling and using complex IoT time series data in case-based reasoning: from application scenarios to implementations. In: 31st ICCBR Workshop Proceedings, vol.\u00a03438, pp. 81\u201396 (2023)"},{"key":"2_CR21","unstructured":"Moen, R., Norman, C.: Evolution of the PDCA cycle (2006)"},{"key":"2_CR22","doi-asserted-by":"publisher","DOI":"10.1093\/oso\/9780195092691.001.0001","volume-title":"The Knowledge-Creating Company: How Japanese Companies Create the Dynamics of Innovation","author":"I Nonaka","year":"1995","unstructured":"Nonaka, I., Takeuchi, H.: The Knowledge-Creating Company: How Japanese Companies Create the Dynamics of Innovation. Oxford University Press, New York (1995)"},{"issue":"3","key":"2_CR23","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1111\/j.1468-0394.1987.tb00139.x","volume":"4","author":"JR Olson","year":"1987","unstructured":"Olson, J.R., Rueter, H.H.: Extracting expertise from experts: methods for knowledge acquisition. Expert. Syst. 4(3), 152\u2013168 (1987)","journal-title":"Expert. Syst."},{"issue":"4","key":"2_CR24","doi-asserted-by":"publisher","first-page":"655","DOI":"10.1079\/PNS2004399","volume":"63","author":"F Rabiee","year":"2004","unstructured":"Rabiee, F.: Focus-group interview and data analysis. PNS 63(4), 655\u2013660 (2004)","journal-title":"PNS"},{"issue":"1","key":"2_CR25","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1177\/001789690106000102","volume":"60","author":"CA Richardson","year":"2001","unstructured":"Richardson, C.A., Rabiee, F.: A question of access: an exploration of the factors that influence the health of young males aged 15 to 19 living in Corby and their use of health care services. Health Educ. J. 60(1), 3\u201316 (2001)","journal-title":"Health Educ. J."},{"key":"2_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-030-85469-0_1","volume-title":"Business Process Management","author":"S Rinderle-Ma","year":"2021","unstructured":"Rinderle-Ma, S., Mangler, J.: Process automation and process mining in manufacturing. In: Polyvyanyy, A., Wynn, M.T., Van Looy, A., Reichert, M. (eds.) BPM 2021. LNCS, vol. 12875, pp. 3\u201314. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-85469-0_1"},{"key":"2_CR27","doi-asserted-by":"crossref","unstructured":"Schultheis, A., et al.: EASY: Energy-Efficient Analysis and Control Processes in the Dynamic Edge-Cloud Continuum for Industrial Manufacturing. KI (2024)","DOI":"10.1007\/s13218-024-00868-3"},{"key":"2_CR28","doi-asserted-by":"crossref","unstructured":"Schultheis, A., et al.: Identifying missing sensor values in IoT time series data: a weight-based extension of similarity measures for smart manufacturing. In: 32nd ICCBR Proceedings. LNCS, vol. 14775, pp. 240\u2013257. Springer, Cham (2024)","DOI":"10.1007\/978-3-031-63646-2_16"},{"key":"2_CR29","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/j.jmsy.2022.05.012","volume":"63","author":"R Seiger","year":"2022","unstructured":"Seiger, R., Malburg, L., Weber, B., Bergmann, R.: Integrating process management and event processing in smart factories: a systems architecture and use cases. J. Manuf. Syst. 63, 575\u2013592 (2022)","journal-title":"J. Manuf. Syst."},{"key":"2_CR30","doi-asserted-by":"publisher","first-page":"170","DOI":"10.1016\/j.future.2022.04.005","volume":"134","author":"A Sgueglia","year":"2022","unstructured":"Sgueglia, A., Di Sorbo, A., Visaggio, C.A., Canfora, G.: A systematic literature review of IoT time series anomaly detection solutions. Futur. Gener. Comput. Syst. 134, 170\u2013186 (2022)","journal-title":"Futur. Gener. Comput. Syst."},{"issue":"1\u20132","key":"2_CR31","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/S0004-3702(96)00025-2","volume":"90","author":"Y Shahar","year":"1997","unstructured":"Shahar, Y.: A framework for knowledge-based temporal abstraction. Artif. Intell. 90(1\u20132), 79\u2013133 (1997)","journal-title":"Artif. Intell."},{"issue":"5","key":"2_CR32","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1109\/MC.2016.145","volume":"49","author":"W Shi","year":"2016","unstructured":"Shi, W., Dustdar, S.: The promise of edge computing. Computer 49(5), 78\u201381 (2016)","journal-title":"Computer"},{"key":"2_CR33","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1016\/j.is.2017.11.002","volume":"81","author":"P Soffer","year":"2019","unstructured":"Soffer, P., et al.: From event streams to process models and back: challenges and opportunities. Inf. Syst. 81, 181\u2013200 (2019)","journal-title":"Inf. Syst."},{"issue":"1","key":"2_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40537-020-0285-1","volume":"7","author":"HY Teh","year":"2020","unstructured":"Teh, H.Y., Kempa-Liehr, A.W., Wang, K.I.-K.: Sensor data quality: a systematic review. J. Big Data 7(1), 1\u201349 (2020). https:\/\/doi.org\/10.1186\/s40537-020-0285-1","journal-title":"J. Big Data"},{"issue":"4","key":"2_CR35","first-page":"206","volume":"1","author":"L Thomas","year":"1995","unstructured":"Thomas, L., MacMillan, J., McColl, E., Hale, C., Bond, S.: Comparison of focus group and individual interview methodology in examining patient satisfaction with nursing care. Soc. Sci. Med. 1(4), 206\u2013220 (1995)","journal-title":"Soc. Sci. Med."},{"issue":"4","key":"2_CR36","first-page":"5","volume":"12","author":"RY Wang","year":"1996","unstructured":"Wang, R.Y., Strong, D.M.: Beyond accuracy: what data quality means to data consumers. JMIS 12(4), 5\u201333 (1996)","journal-title":"JMIS"},{"issue":"17","key":"2_CR37","doi-asserted-by":"publisher","first-page":"5834","DOI":"10.3390\/s21175834","volume":"21","author":"L Zhang","year":"2021","unstructured":"Zhang, L., Jeong, D., Lee, S.: Data quality management in the Internet of Things. Sensors 21(17), 5834 (2021)","journal-title":"Sensors"},{"key":"2_CR38","doi-asserted-by":"crossref","unstructured":"Zonta, T., Da\u00a0Costa, C.A., da\u00a0Rosa\u00a0Righi, R., de\u00a0Lima, M.J., da\u00a0Trindade, E.S., Li, G.P.: Predictive maintenance in the Industry 4.0: a systematic literature review. Comput. Ind. Eng. 150, 106889 (2020)","DOI":"10.1016\/j.cie.2020.106889"}],"container-title":["Lecture Notes in Business Information Processing","Research Challenges in Information Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-92474-3_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,15]],"date-time":"2025-05-15T18:15:33Z","timestamp":1747332933000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-92474-3_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031924736","9783031924743"],"references-count":38,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-92474-3_2","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"value":"1865-1348","type":"print"},{"value":"1865-1356","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"16 May 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"RCIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Research Challenges in Information Science","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Seville","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 May 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 May 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"rcis2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.rcis-conf.com\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}