{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T16:55:09Z","timestamp":1781110509560,"version":"3.54.1"},"reference-count":21,"publisher":"IGI Global Scientific Publishing","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,10]]},"abstract":"<jats:p>The evolution of Internet of Things (IoT) has significantly contributed to the development of the sensing enterprise concept and to the use of appropriate information systems for real-time processing of sensor data that are able to provide meaningful insights about potential problems in a proactive way. In the current article, the authors outline a conceptual architecture and describe the system design requirements for deciding and acting ahead of time with the aim to address the Decide and the Act phases of the \u201cDetect-Predict-Decide-Act\u201d proactive principle, which are still underexplored areas. The associated developed information system is capable of being integrated with systems addressing the Detect and the Predict phases in an Event Driven Architecture (EDA).<\/jats:p>","DOI":"10.4018\/ijmstr.2017100103","type":"journal-article","created":{"date-parts":[[2018,4,24]],"date-time":"2018-04-24T05:10:37Z","timestamp":1524546637000},"page":"38-62","source":"Crossref","is-referenced-by-count":0,"title":["Information Processing for Generating Recommendations Ahead of Time in an IoT-Based Environment"],"prefix":"10.4018","volume":"5","author":[{"given":"Alexandros","family":"Bousdekis","sequence":"first","affiliation":[{"name":"Information Management Unit (IMU), Institute of Communication and Computer Systems (ICCS), National Technical University of Athens (NTUA), Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nikos","family":"Papageorgiou","sequence":"additional","affiliation":[{"name":"Information Management Unit (IMU), Institute of Communication and Computer Systems (ICCS), National Technical University of Athens (NTUA), Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Babis","family":"Magoutas","sequence":"additional","affiliation":[{"name":"Information Management Unit (IMU), Institute of Communication and Computer Systems (ICCS), National Technical University of Athens (NTUA), Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dimitris","family":"Apostolou","sequence":"additional","affiliation":[{"name":"Information Management Unit (IMU), Institute of Communication and Computer Systems (ICCS), National Technical University of Athens (NTUA), Athens, Greece & Department of Informatics, University of Piraeus, Piraeus, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gregoris","family":"Mentzas","sequence":"additional","affiliation":[{"name":"Information Management Unit (IMU), Institute of Communication and Computer Systems (ICCS), National Technical University of Athens (NTUA), Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJMSTR.2017100103-0","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-26138-6_17"},{"key":"IJMSTR.2017100103-1","doi-asserted-by":"publisher","DOI":"10.1109\/IISA.2016.7785339"},{"key":"IJMSTR.2017100103-2","doi-asserted-by":"publisher","DOI":"10.5220\/0005866701660173"},{"key":"IJMSTR.2017100103-3","doi-asserted-by":"publisher","DOI":"10.1109\/IISA.2017.8316372"},{"key":"IJMSTR.2017100103-4","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2016.09.015"},{"key":"IJMSTR.2017100103-5","unstructured":"Boyd, J. R. (1996). The essence of winning and losing. Unpublished lecture notes, 12(23), 123-125."},{"key":"IJMSTR.2017100103-6","doi-asserted-by":"publisher","DOI":"10.1016\/j.websem.2012.05.003"},{"key":"IJMSTR.2017100103-7","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2010.11.087"},{"key":"IJMSTR.2017100103-8","doi-asserted-by":"publisher","DOI":"10.1080\/07408170701730818"},{"key":"IJMSTR.2017100103-9","doi-asserted-by":"publisher","DOI":"10.1145\/2002259.2002279"},{"key":"IJMSTR.2017100103-10","doi-asserted-by":"publisher","DOI":"10.1145\/2335484.2335496"},{"key":"IJMSTR.2017100103-11","author":"O.Etzion","year":"2010","journal-title":"Event processing in action"},{"key":"IJMSTR.2017100103-12","doi-asserted-by":"publisher","DOI":"10.1145\/2488222.2488274"},{"key":"IJMSTR.2017100103-13","unstructured":"Fournier, F., Kofman, A., Skarbovsky, I., & Skarlatidis, A. (2015). Extending Event-Driven Architecture for Proactive Systems. In EDBT\/ICDT Workshops (pp. 104\u2013110)."},{"key":"IJMSTR.2017100103-14","volume":"Vol. 204","author":"D.Luckham","year":"2002","journal-title":"The power of events"},{"key":"IJMSTR.2017100103-15","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2016.2558181"},{"key":"IJMSTR.2017100103-16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-45390-3_9"},{"key":"IJMSTR.2017100103-17","doi-asserted-by":"publisher","DOI":"10.1145\/2675743.2776765"},{"key":"IJMSTR.2017100103-18","unstructured":"Riemer, D., & Stojanovic, L. (2014). ProaSense: The Proactive Sensing Enterprise."},{"key":"IJMSTR.2017100103-19","article-title":"Multi-scale methodology for explaining data streams.","author":"L.Stopar","year":"2015","journal-title":"International Multi Conference on Information Society IS-2015"},{"key":"IJMSTR.2017100103-20","doi-asserted-by":"publisher","DOI":"10.1007\/s13198-014-0320-8"}],"container-title":["International Journal of Monitoring and Surveillance Technologies Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=204944","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,5]],"date-time":"2022-05-05T20:21:20Z","timestamp":1651782080000},"score":1,"resource":{"primary":{"URL":"http:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJMSTR.2017100103"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2017,10]]},"references-count":21,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.4018\/ijmstr.2017100103","relation":{},"ISSN":["2166-7241","2166-725X"],"issn-type":[{"value":"2166-7241","type":"print"},{"value":"2166-725X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,10]]}}}