{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T00:57:00Z","timestamp":1772240220141,"version":"3.50.1"},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2015,10,21]],"date-time":"2015-10-21T00:00:00Z","timestamp":1445385600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Med Syst"],"published-print":{"date-parts":[[2015,12]]},"DOI":"10.1007\/s10916-015-0344-x","type":"journal-article","created":{"date-parts":[[2015,10,21]],"date-time":"2015-10-21T08:49:55Z","timestamp":1445417395000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":87,"title":["A Semantic Big Data Platform for Integrating Heterogeneous Wearable Data in Healthcare"],"prefix":"10.1007","volume":"39","author":[{"given":"Emna","family":"Mezghani","sequence":"first","affiliation":[]},{"given":"Ernesto","family":"Exposito","sequence":"additional","affiliation":[]},{"given":"Khalil","family":"Drira","sequence":"additional","affiliation":[]},{"given":"Marcos","family":"Da Silveira","sequence":"additional","affiliation":[]},{"given":"C\u00e9dric","family":"Pruski","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,10,21]]},"reference":[{"issue":"13","key":"344_CR1","doi-asserted-by":"crossref","first-page":"2521","DOI":"10.1016\/j.comcom.2006.02.011","volume":"29","author":"A Milenkovi\u0107","year":"2006","unstructured":"Milenkovi\u0107, A., Otto, C., and Jovanov, E., Wireless sensor networks for personal health monitoring: Issues and an implementation. Comput. Commun. 29(13):2521\u20132533, 2006. doi: 10.1016\/j.comcom.2006.02.011 .","journal-title":"Comput. Commun."},{"issue":"4","key":"344_CR2","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1093\/comjnl\/47.4.495","volume":"47","author":"D Raskovic","year":"2004","unstructured":"Raskovic, D., Martin, T., and Jovanov, E., Medical monitoring applications for wearable computing. Comput. J. 47(4):495\u2013504, 2004. doi: 10.1093\/comjnl\/47.4.495 .","journal-title":"Comput. J."},{"key":"344_CR3","unstructured":"Research, A., Wearable Sports and Fitness Devices Will Hit 90 Million Shipments in 2017, 2012 https:\/\/www.abiresearch.com\/press\/wearable-sports-and-fitness-devices-will-hit-90-mi . Accessed 11 Nov 2014"},{"key":"344_CR4","unstructured":"Saponas TS, Lester J, Hartung C, Kohno T (2006) Devices that tell on you: The nike+ ipod sport kit. Dept of Computer Science and Engineering, University of Washington, Tech Rep"},{"issue":"1","key":"344_CR5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1653760.1653766","volume":"6","author":"SB Eisenman","year":"2010","unstructured":"Eisenman, S. B., Miluzzo, E., Lane, N. D., Peterson, R. A., Ahn, G.-S., and Campbell, A. T., BikeNet: A mobile sensing system for cyclist experience mapping. ACM Trans Sen Netw 6(1):1\u201339, 2010. doi: 10.1145\/1653760.1653766 .","journal-title":"ACM Trans Sen Netw"},{"issue":"5","key":"344_CR6","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1109\/MC.2004.1297238","volume":"37","author":"A Pentland","year":"2004","unstructured":"Pentland, A., Healthwear: medical technology becomes wearable. Computer 37(5):42\u201349, 2004. doi: 10.1109\/MC.2004.1297238 .","journal-title":"Computer"},{"issue":"3","key":"344_CR7","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.artmed.2012.09.003","volume":"56","author":"M Chan","year":"2012","unstructured":"Chan, M., Est\u00e8ve, D., Fourniols, J.-Y., Escriba, C., and Campo, E., Smart wearable systems: Current status and future challenges. Artif. Intell. Med. 56(3):137\u2013156, 2012. doi: 10.1016\/j.artmed.2012.09.003 .","journal-title":"Artif. Intell. Med."},{"key":"344_CR8","first-page":"598196","volume":"2013","author":"LJ Mena","year":"2013","unstructured":"Mena, L. J., Felix, V. G., Ostos, R., Gonzalez, J. A., Cervantes, A., Ochoa, A., Ruiz, C., Ramos, R., and Maestre, G. E., Mobile personal health system for ambulatory blood pressure monitoring. Comput Math Methods Med 2013:598196, 2013. doi: 10.1155\/2013\/598196 .","journal-title":"Comput Math Methods Med"},{"issue":"2","key":"344_CR9","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1007\/s12553-014-0082-y","volume":"4","author":"EI Georga","year":"2014","unstructured":"Georga, E. I., Protopappas, V. C., Bellos, C. V., and Fotiadis, D. I., Wearable systems and mobile applications for diabetes disease management. Heal. Technol. 4(2):101\u2013112, 2014. doi: 10.1007\/s12553-014-0082-y .","journal-title":"Heal. Technol."},{"issue":"4","key":"344_CR10","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1007\/s10916-009-9380-8","volume":"35","author":"Y Chuo","year":"2011","unstructured":"Chuo, Y., Tavakolian, K., and Kaminska, B., Evaluation of a novel integrated sensor system for synchronous measurement of cardiac vibrations and cardiac potentials. J. Med. Syst. 35(4):445\u2013455, 2011. doi: 10.1007\/s10916-009-9380-8 .","journal-title":"J. Med. Syst."},{"issue":"1","key":"344_CR11","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1186\/1743-0003-9-21","volume":"9","author":"S Patel","year":"2012","unstructured":"Patel, S., Park, H., Bonato, P., Chan, L., and Rodgers, M., A review of wearable sensors and systems with application in rehabilitation. J. Neuroeng. Rehabil. 9(1):21, 2012. doi: 10.1186\/1743-0003-9-21 .","journal-title":"J. Neuroeng. Rehabil."},{"issue":"12","key":"344_CR12","doi-asserted-by":"crossref","first-page":"2470","DOI":"10.1109\/JPROC.2013.2262913","volume":"101","author":"G Acampora","year":"2013","unstructured":"Acampora, G., Cook, D. J., Rashidi, P., and Vasilakos, A. V., A survey on ambient intelligence in healthcare. Proc. IEEE 101(12):2470\u20132494, 2013. doi: 10.1109\/JPROC.2013.2262913 .","journal-title":"Proc. IEEE"},{"key":"344_CR13","unstructured":"International Data Corporation (IDC). http:\/\/www.emc.com\/leadership\/digital-universe\/2014iview\/executive-summary.htm . Accessed 11 November 2014"},{"key":"344_CR14","doi-asserted-by":"crossref","first-page":"98","DOI":"10.1016\/j.is.2014.07.006","volume":"47","author":"IAT Hashem","year":"2015","unstructured":"Hashem, I. A. T., Yaqoob, I., Anuar, N. B., Mokhtar, S., Gani, A., and Khan, S. U., The rise of \u201cbig data\u201d on cloud computing: Review and open research issues. Inf. Syst. 47:98\u2013115, 2015. doi: 10.1016\/j.is.2014.07.006 .","journal-title":"Inf. Syst."},{"issue":"12","key":"344_CR15","doi-asserted-by":"crossref","first-page":"17472","DOI":"10.3390\/s131217472","volume":"13","author":"H Banaee","year":"2013","unstructured":"Banaee, H., Ahmed, M. U., and Loutfi, A., Data mining for wearable sensors in health monitoring systems: a review of recent trends and challenges. Sensors 13(12):17472\u201317500, 2013. doi: 10.3390\/s131217472 .","journal-title":"Sensors"},{"key":"344_CR16","doi-asserted-by":"crossref","unstructured":"Almorsy M, Grundy J, Ibrahim AS Collaboration-based cloud computing security management framework. In: Cloud Computing (CLOUD), 2011 I.E. International Conference on, 2011. IEEE, pp 364-371. doi: 10.1109\/CLOUD.2011.23","DOI":"10.1109\/CLOUD.2011.23"},{"issue":"3","key":"344_CR17","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1016\/j.ijinfomgt.2014.02.002","volume":"34","author":"O Kwon","year":"2014","unstructured":"Kwon, O., Lee, N., and Shin, B., Data quality management, data usage experience and acquisition intention of big data analytics. Int. J. Inf. Manag. 34(3):387\u2013394, 2014. doi: 10.1016\/j.ijinfomgt.2014.02.002 .","journal-title":"Int. J. Inf. Manag."},{"issue":"5","key":"344_CR18","doi-asserted-by":"crossref","first-page":"774","DOI":"10.1016\/j.jbi.2013.07.001","volume":"46","author":"A O\u2019Driscoll","year":"2013","unstructured":"O\u2019Driscoll, A., Daugelaite, J., and Sleator, R. D., \u2018Big data\u2019, Hadoop and cloud computing in genomics. J. Biomed. Inform. 46(5):774\u2013781, 2013. doi: 10.1016\/j.jbi.2013.07.001 .","journal-title":"J. Biomed. Inform."},{"issue":"1","key":"344_CR19","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1109\/5254.747902","volume":"14","author":"B Chandrasekaran","year":"1999","unstructured":"Chandrasekaran, B., Josephson, J. R., and Benjamins, V. R., What are ontologies, and why do we need them? IEEE Intell. Syst. 14(1):20\u201326, 1999. doi: 10.1109\/5254.747902 .","journal-title":"IEEE Intell. Syst."},{"issue":"1","key":"344_CR20","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1504\/IJCC.2015.067706","volume":"4","author":"K Grolinger","year":"2015","unstructured":"Grolinger, K., Mezghani, E., Capretz, M. A., and Exposito, E., Collaborative knowledge as a service applied to the disaster management domain. Int J Cloud Comput 4(1):5\u201327, 2015. doi: 10.1504\/IJCC.2015.067706 .","journal-title":"Int J Cloud Comput"},{"key":"344_CR21","doi-asserted-by":"crossref","unstructured":"Liu F, Tong J, Mao J, Bohn R, Messina J, Badger L, Leaf D (2011) NIST cloud computing reference architecture. NIST special publication 500:292 http:\/\/www.nist.gov\/customcf\/get_pdf.cfm?pub_id=909505 , Accessed 11 Nov 2014","DOI":"10.6028\/NIST.SP.500-292"},{"key":"344_CR22","unstructured":"Levin O, Ketner J, Krapohl D (2013) NIST Big Data Public Working Group: Reference Architecture Subgroup. http:\/\/jtc1bigdatasg.nist.gov\/_workshop\/06_NIST_BD_RefArch.pdf . Accessed 11 Nov 2014"},{"issue":"5","key":"344_CR23","doi-asserted-by":"crossref","DOI":"10.1136\/bmjopen-2012-002457","volume":"3","author":"B Farran","year":"2013","unstructured":"Farran, B., Channanath, A. M., Behbehani, K., and Thanaraj, T. A., Predictive models to assess risk of type 2 diabetes, hypertension and comorbidity: machine-learning algorithms and validation using national health data from Kuwait\u2014a cohort study. BMJ open 3(5), e002457, 2013. doi: 10.1136\/bmjopen-2012-002457 .","journal-title":"BMJ open"},{"issue":"3","key":"344_CR24","doi-asserted-by":"crossref","first-page":"311","DOI":"10.1016\/j.diabres.2011.10.029","volume":"94","author":"DR Whiting","year":"2011","unstructured":"Whiting, D. R., Guariguata, L., Weil, C., and Shaw, J., IDF diabetes atlas: global estimates of the prevalence of diabetes for 2011 and 2030. Diabetes Res. Clin. Pract. 94(3):311\u2013321, 2011. doi: 10.1016\/j.diabres.2011.10.029 .","journal-title":"Diabetes Res. Clin. Pract."},{"issue":"4","key":"344_CR25","doi-asserted-by":"crossref","first-page":"S394","DOI":"10.1016\/j.amepre.2013.01.003","volume":"44","author":"RS Beaser","year":"2013","unstructured":"Beaser, R. S., and Brown, J. A., Preventive Intervention in Diabetes: A New Model for Continuing Medical Education. Am. J. Prev. Med. 44(4):S394\u2013S399, 2013. doi: 10.1016\/j.amepre.2013.01.003 .","journal-title":"Am. J. Prev. Med."},{"key":"344_CR26","doi-asserted-by":"crossref","unstructured":"Kr\u00f6tzsch M, Vrande\u010di\u0107 D, V\u00f6lkel M., Semantic mediawiki. In: Proceedings of the 5th International Semantic Web Conference (ISWC2006). 4273:935\u2013942, 2006 doi: 10.1007\/11926078_68","DOI":"10.1007\/11926078_68"},{"issue":"6","key":"344_CR27","doi-asserted-by":"crossref","first-page":"1033","DOI":"10.1007\/s10916-009-9322-5","volume":"34","author":"W Kim","year":"2010","unstructured":"Kim, W., Lim, S., Ahn, J., Nah, J., and Kim, N., Integration of IEEE 1451 and HL7 exchanging information for patients\u2019 sensor data. J. Med. Syst. 34(6):1033\u20131041, 2010. doi: 10.1007\/s10916-009-9322-5 .","journal-title":"J. Med. Syst."},{"key":"344_CR28","doi-asserted-by":"crossref","unstructured":"Ruiz-Zafra \u00c1, Noguera M, Benghazi K, Towards a Model-Driven Approach for Sensor Management in Wireless Body Area Networks. In: Fortino G, Di Fatta G, Li W, Ochoa S, Cuzzocrea A, Pathan M (eds) Internet and Distributed Computing Systems, vol 8729. Lecture Notes in Computer Science. Springer International Publishing, pp 335-347, 2014 doi: 10.1007\/978-3-319-11692-1_29","DOI":"10.1007\/978-3-319-11692-1_29"},{"issue":"3","key":"344_CR29","doi-asserted-by":"crossref","first-page":"516","DOI":"10.1016\/j.jbi.2013.03.006","volume":"46","author":"N Lasierra","year":"2013","unstructured":"Lasierra, N., Alesanco, A., Guill\u00e9n, S., and Garcia, J., A three stage ontology-driven solution to provide personalized care to chronic patients at home. J. Biomed. Inform. 46(3):516\u2013529, 2013. doi: 10.1016\/j.jbi.2013.03.006 .","journal-title":"J. Biomed. Inform."},{"issue":"2","key":"344_CR30","doi-asserted-by":"crossref","first-page":"827","DOI":"10.1007\/s11042-012-1195-9","volume":"71","author":"J Kim","year":"2014","unstructured":"Kim, J., Kim, J., Lee, D., and Chung, K.-Y., Ontology driven interactive healthcare with wearable sensors. Multimed Tools Appli 71(2):827\u2013841, 2014. doi: 10.1007\/s11042-012-1195-9 .","journal-title":"Multimed Tools Appli"},{"key":"344_CR31","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1016\/j.future.2013.07.009","volume":"35","author":"A Forkan","year":"2014","unstructured":"Forkan, A., Khalil, I., and Tari, Z., CoCaMAAL: A cloud-oriented context-aware middleware in ambient assisted living. Futur. Gener. Comput. Syst. 35:114\u2013127, 2014. doi: 10.1016\/j.future.2013.07.009 .","journal-title":"Futur. Gener. Comput. Syst."},{"key":"344_CR32","first-page":"9","volume":"99","author":"P Jiang","year":"2014","unstructured":"Jiang, P., Winkley, J., Zhao, C., Munnoch, R., Min, G., and Yang, L. T., An intelligent information forwarder for healthcare big data systems with distributed wearable sensors. IEEE Syst. J. 99:9, 2014. doi: 10.1109\/JSYST.2014.2308324 .","journal-title":"IEEE Syst. J."}],"container-title":["Journal of Medical Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-015-0344-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10916-015-0344-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-015-0344-x","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,31]],"date-time":"2019-08-31T19:22:22Z","timestamp":1567279342000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10916-015-0344-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,10,21]]},"references-count":32,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2015,12]]}},"alternative-id":["344"],"URL":"https:\/\/doi.org\/10.1007\/s10916-015-0344-x","relation":{},"ISSN":["0148-5598","1573-689X"],"issn-type":[{"value":"0148-5598","type":"print"},{"value":"1573-689X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,10,21]]},"article-number":"185"}}