{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T21:56:49Z","timestamp":1780351009429,"version":"3.54.1"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2019,6,26]],"date-time":"2019-06-26T00:00:00Z","timestamp":1561507200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,6,26]],"date-time":"2019-06-26T00:00:00Z","timestamp":1561507200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SOCA"],"published-print":{"date-parts":[[2019,9]]},"DOI":"10.1007\/s11761-019-00266-w","type":"journal-article","created":{"date-parts":[[2019,6,26]],"date-time":"2019-06-26T07:06:06Z","timestamp":1561532766000},"page":"199-219","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":47,"title":["Experimental comparison of the diagnostic capabilities of classification and clustering algorithms for the QoS management in an autonomic IoT platform"],"prefix":"10.1007","volume":"13","author":[{"given":"Luis","family":"Morales","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Clovis Anicet","family":"Ouedraogo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4194-6882","authenticated-orcid":false,"given":"Jose","family":"Aguilar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Christophe","family":"Chassot","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Samir","family":"Medjiah","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Khalil","family":"Drira","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2019,6,26]]},"reference":[{"key":"266_CR1","unstructured":"ETSI TS 102 690 (2010) Machine-to-machine communications (M2M); Functional architecture, v2.1.1"},{"key":"266_CR2","unstructured":"oneM2M TS v1.6.1 (2015) oneM2M functional architecture"},{"key":"266_CR3","first-page":"35","volume":"159","author":"Q Zhang","year":"2015","unstructured":"Zhang Q, Fitzek F (2015) Mission Critical IoT Communication in5G. Soc Inform Telecommun Eng 159:35\u201341","journal-title":"Soc Inform Telecommun Eng"},{"key":"266_CR4","unstructured":"Ouedraogo C, Medjiah S, Chassot C (2018) Autonomic middleware based on data analysis tasks for the QoS management in the IoT. Technical Report, LAAS"},{"issue":"4","key":"266_CR5","doi-asserted-by":"publisher","first-page":"693","DOI":"10.1007\/s10209-017-0525-0","volume":"17","author":"J Aguilar","year":"2018","unstructured":"Aguilar J, Cordero J, Barba L, Sanchez M, Valdiviezo P, Chamba L (2018) Learning analytics tasks as services in smart classroom. Univers Access Inf Soc J 17(4):693\u2013709","journal-title":"Univers Access Inf Soc J"},{"issue":"6","key":"266_CR6","doi-asserted-by":"publisher","first-page":"866","DOI":"10.1177\/0735633117727698","volume":"56","author":"J Aguilar","year":"2018","unstructured":"Aguilar J, Buendia O, Cordero J (2018) Specification of the autonomic cycles of learning analytic tasks for a smart classroom. J Edu Comput Res 56(6):866\u2013891","journal-title":"J Edu Comput Res"},{"key":"266_CR7","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1016\/j.jss.2017.05.125","volume":"132","author":"G White","year":"2017","unstructured":"White G, Nallur V, Clarke S (2017) Quality of service approaches in IoT: a systematic mapping. J Syst Softw 132:186\u2013203","journal-title":"J Syst Softw"},{"key":"266_CR8","unstructured":"Morales L, Aguilar J, Chavez D, Izasa C (2018) LAMDA\u2013HAD, an extension to the LAMDA classifier in the context of supervised learning. Int J Inf Technol Decis Making (in revision)"},{"key":"266_CR9","doi-asserted-by":"crossref","unstructured":"Otebolaku A, Lee G (2017) Towards context classification and reasoning in IoT. In: 14th international conference on telecommunications (ConTEL), Zagreb, Croatia, pp 147\u2013154","DOI":"10.23919\/ConTEL.2017.8000051"},{"issue":"12","key":"266_CR10","first-page":"1","volume":"63","author":"P Mahalle","year":"2013","unstructured":"Mahalle P, Prasad N, Prasad R (2013) Object classification based context management for identity management in internet of things. Int J Comput Appl 63(12):1\u20136","journal-title":"Int J Comput Appl"},{"key":"266_CR11","doi-asserted-by":"crossref","unstructured":"Ferrando R, Stacey P (2017) Classification of device behaviour in internet of things infrastructures: towards distinguishing the abnormal from security threats. In: International conference on internet of things and machine learning, Liverpool, United Kingdom","DOI":"10.1145\/3109761.3109791"},{"key":"266_CR12","first-page":"99","volume-title":"Mobile, secure, and programmable networking","author":"K Hong","year":"2017","unstructured":"Hong K, Moon J, Won C, Ju J (2017) Identifying service contexts for QoS support in IoT service oriented software defined networks. In: Samia B et al (eds) Mobile, secure, and programmable networking. Springer, Berlin, pp 99\u2013108"},{"key":"266_CR13","doi-asserted-by":"publisher","first-page":"792","DOI":"10.1016\/j.future.2017.11.045","volume":"86","author":"M Antunes","year":"2018","unstructured":"Antunes M, Gomes D, Aguia R (2018) Towards IoT data classification through semantic features. Future Gener Comput Syst 86:792\u2013798","journal-title":"Future Gener Comput Syst"},{"key":"266_CR14","doi-asserted-by":"crossref","unstructured":"Siby S, Ranjan R, Tippenhauer N (2017) IoTScanner: detecting privacy threats in IoT neighborhoods. In: 3rd ACM international workshop on IoT privacy, trust, and security, pp 23\u201330, Abu Dhabi","DOI":"10.1145\/3055245.3055253"},{"key":"266_CR15","doi-asserted-by":"publisher","first-page":"223","DOI":"10.4018\/978-1-5225-2104-4.ch012","volume-title":"The internet of things in the modern business environment","author":"V Michell","year":"2017","unstructured":"Michell V, Olwen J (2017) The Human-IoT ecosystem: an approach to functional situation context classification. In: Ochs T, Riemann U (eds) The internet of things in the modern business environment. IGI Global, Pennsylvania, pp 223\u2013248"},{"key":"266_CR16","doi-asserted-by":"crossref","unstructured":"Goel D, Chaudhury S, Ghosh H (2017) An IoT approach for context-aware smart traffic management using ontology. In: International conference on web intelligence, pp 42\u201349. Leipzig, Germany","DOI":"10.1145\/3106426.3106499"},{"key":"266_CR17","doi-asserted-by":"crossref","unstructured":"Meidan Y, Bohadana M, Shabtai A, Guarnizo J, Ochoa M, Tippenhauer N, Elovici Y (2017) ProfilIoT: a machine learning approach for IoT device identification based on network traffic analysis. In: Symposium on applied computing, pp 506\u2013509, Marrakesh, Morocco","DOI":"10.1145\/3019612.3019878"},{"key":"266_CR18","first-page":"25","volume":"9","author":"O El Mouaatamid","year":"2016","unstructured":"El Mouaatamid O, Lahmer M, Belkasmi M (2016) Internet of things security: layered classification of attacks and possible countermeasures. Electron J Inf Technol 9:25\u201337","journal-title":"Electron J Inf Technol"},{"key":"266_CR19","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/8739203","volume":"2018","author":"J Kumar","year":"2018","unstructured":"Kumar J, Zaveri M (2018) Clustering approaches for pragmatic two-layer IoT architecture. Wirel Commun Mobile Comput 2018:8739203. \n                    https:\/\/doi.org\/10.1155\/2018\/8739203","journal-title":"Wirel Commun Mobile Comput"},{"key":"266_CR20","doi-asserted-by":"publisher","first-page":"276","DOI":"10.1016\/j.procs.2016.07.211","volume":"93","author":"J Kumar","year":"2016","unstructured":"Kumar J, Zaveri M (2016) hierarchical clustering for dynamic and heterogeneous internet of things. Proc Comput Sci 93:276\u2013282","journal-title":"Proc Comput Sci"},{"issue":"8","key":"266_CR21","doi-asserted-by":"publisher","first-page":"1727","DOI":"10.3390\/s17081727","volume":"17","author":"S Zhao","year":"2017","unstructured":"Zhao S, Yu L, Cheng B, Chen J (2017) IoT service clustering for dynamic service matchmaking. Sensors 17(8):1727","journal-title":"Sensors"},{"key":"266_CR22","doi-asserted-by":"crossref","unstructured":"Kumar J, Zaveri M (2016) Clustering for collaborative processing in IoT network. In: Second international conference on IoT in urban space, pp 95\u201397, Tokyo Japan","DOI":"10.1145\/2962735.2962742"},{"key":"266_CR23","unstructured":"Azevedo R, Ribeiro R (2017) Distributed data clustering in the context of the internet of things: a data traffic reduction approach. In: 23rd Brazilian symposium on multimedia and the web, pp 313\u2013316, Gramado, Brazil"},{"key":"266_CR24","doi-asserted-by":"crossref","unstructured":"Mahalle P, Prasad N, Prasad R (2013) Novel context-aware clustering with hierarchical addressing (CCHA) for the Internet of Things (IoT). In: Fifth international conference on advances in recent technologies in communication and computing, pp 267\u2013274, Bangalore, India","DOI":"10.1049\/cp.2013.2246"},{"key":"266_CR25","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1016\/j.eswa.2018.04.022","volume":"107","author":"JF Bot\u00eda","year":"2018","unstructured":"Bot\u00eda JF, Bot\u00eda D (2018) On LAMDA clustering method based on typicality degree and intuitionistic fuzzy sets. Expert Syst Appl 107:196\u2013221","journal-title":"Expert Syst Appl"},{"key":"266_CR26","unstructured":"LAMDA\u2013RD (2018) An extension to the LAMDA classifier in the clustering context. Expert Syst Appl (in revision)"},{"key":"266_CR27","unstructured":"S. Medjiah and C. Chassot (2017) On the enhancement of non-functional requirements for cloud-assisted middleware-based IoT and other applications (invited paper). In: To be publish in the second workshop on adaptive service-oriented and cloud application, Malaga, Spain"},{"issue":"1","key":"266_CR28","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1109\/JIOT.2017.2767608","volume":"5","author":"P Jianli","year":"2018","unstructured":"Jianli P, James M (2018) Future edge cloud and edge computing for internet of things applications. IEEE Internet Things J 5(1):439\u2013449","journal-title":"IEEE Internet Things J"},{"key":"266_CR29","unstructured":"Open Networking Foundation (2015) OpenFlow Switch Specification Version 1.5.1"},{"key":"266_CR30","doi-asserted-by":"crossref","unstructured":"Medved J et al (2014) Opendaylight: Towards a model-driven sdn controller architecture. In: World of wireless, IEEE 15th international symposium on a mobile and multimedia networks (WoWMoM), Sydney, Australia","DOI":"10.1109\/WoWMoM.2014.6918985"},{"key":"266_CR31","unstructured":"Floodlight. Available: \n                    http:\/\/floodlight.openflowhub.org"},{"key":"266_CR32","unstructured":"IBM (2005) An architectural blueprint for autonomic computing. In: IBM white paper, 3th ed"},{"issue":"6","key":"266_CR33","doi-asserted-by":"publisher","first-page":"1163","DOI":"10.1109\/TLA.2017.7932705","volume":"15","author":"J Vizcarrondo","year":"2017","unstructured":"Vizcarrondo J, Aguilar J, Exposito E, Subias A (2017) MAPE-K as a service-oriented architecture. IEEE Latin Am Trans 15(6):1163\u20131175","journal-title":"IEEE Latin Am Trans"},{"key":"266_CR34","doi-asserted-by":"crossref","unstructured":"Vizcarrondo J, Aguilar J, Exposito E, Subias A (2012) ARMISCOM: autonomic reflective middleware for management service composition. In: Proceedings of the 4th global information infrastructure and networking symposium, IEEE communication society, Choroni, Venezuela","DOI":"10.1109\/GIIS.2012.6466760"},{"key":"266_CR35","first-page":"80","volume":"146","author":"C Isaza","year":"2006","unstructured":"Isaza C, Aguilar-Martin J, Le Lann MV, Aguilar J, Rios-Bolivar A (2006) An optimization method for the data space partition obtained by classification techniques for the monitoring of dynamic processes. Front Artif Intell Appl 146:80\u201387","journal-title":"Front Artif Intell Appl"},{"issue":"3","key":"266_CR36","doi-asserted-by":"publisher","first-page":"96","DOI":"10.4018\/IJRSDA.2017070107","volume":"4","author":"M Sandesh","year":"2017","unstructured":"Sandesh M, Railkar PP, Mahalle P (2017) Mathematical representation of quality of service (QoS) parameters for internet of things (IoT). Int J Rough Sets Data Anal 4(3):96\u2013107","journal-title":"Int J Rough Sets Data Anal"}],"container-title":["Service Oriented Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11761-019-00266-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11761-019-00266-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11761-019-00266-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,24]],"date-time":"2020-06-24T23:22:58Z","timestamp":1593040978000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11761-019-00266-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,26]]},"references-count":36,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2019,9]]}},"alternative-id":["266"],"URL":"https:\/\/doi.org\/10.1007\/s11761-019-00266-w","relation":{},"ISSN":["1863-2386","1863-2394"],"issn-type":[{"value":"1863-2386","type":"print"},{"value":"1863-2394","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,6,26]]},"assertion":[{"value":"9 October 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 June 2019","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 June 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 June 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}