{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T20:54:18Z","timestamp":1743022458386,"version":"3.40.3"},"publisher-location":"Cham","reference-count":40,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319917634"},{"type":"electronic","value":"9783319917641"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"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":[[2018]]},"DOI":"10.1007\/978-3-319-91764-1_15","type":"book-chapter","created":{"date-parts":[[2018,6,15]],"date-time":"2018-06-15T09:45:50Z","timestamp":1529055950000},"page":"188-197","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Cognitive Determination of Policies for Data Management in IoT Systems"],"prefix":"10.1007","author":[{"given":"Aly","family":"Megahed","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Samir","family":"Tata","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ahmed","family":"Nazeem","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,6,16]]},"reference":[{"issue":"11","key":"15_CR1","doi-asserted-by":"publisher","first-page":"15582","DOI":"10.3390\/s131115582","volume":"13","author":"M Abu-Elkheir","year":"2013","unstructured":"Abu-Elkheir, M., Hayajneh, M., Ali, N.A.: Data management for the Internet of Things: design primitives and solution. Sensors 13(11), 15582\u201315612 (2013)","journal-title":"Sensors"},{"issue":"9","key":"15_CR2","doi-asserted-by":"publisher","first-page":"2093","DOI":"10.1016\/j.comnet.2013.04.001","volume":"57","author":"G Aceto","year":"2013","unstructured":"Aceto, G., Botta, A., de Donato, W., Pescap\u00e9, A.: Cloud monitoring: a survey. Comput. Netw. 57(9), 2093\u20132115 (2013)","journal-title":"Comput. Netw."},{"key":"15_CR3","doi-asserted-by":"crossref","unstructured":"Asthana, S., Megahed, A., Becker, V., Nakamura, T., Gajananan, K.: A cognitive prioritization for reports generated in resource constrained applications. In: 2017 IEEE International Conference on Services Computing (SCC), pp. 418\u2013425. IEEE (2017)","DOI":"10.1109\/SCC.2017.60"},{"key":"15_CR4","doi-asserted-by":"crossref","unstructured":"Asthana, S., Megahed, A., Strong, R.: A recommendation system for proactive health monitoring using IoT and wearable technologies. In: 2017 IEEE International Conference on Artificial Intelligence and Mobile Services (AIMS), pp. 14\u201321. IEEE (2017)","DOI":"10.1109\/AIMS.2017.11"},{"key":"15_CR5","unstructured":"Asthana, S., Strong, R., Megahed, A.: Healthadvisor: recommendation system for wearable technologies enabling proactive health monitoring. arXiv preprint arXiv:1612.00800 (2016)"},{"key":"15_CR6","volume-title":"Pattern Recognition and Machine Learning","author":"C Bishop","year":"2007","unstructured":"Bishop, C.: Pattern Recognition and Machine Learning. Springer, New York (2007)"},{"key":"15_CR7","doi-asserted-by":"crossref","unstructured":"Brandt, J., Gentile, A., Mayo, J., Pebay, P., Roe, D., Thompson, D., Wong, M.: Resource monitoring and management with OVIS to enable HPC in cloud computing environments. In: IEEE International Symposium on Parallel Distributed Processing, May 2009","DOI":"10.1109\/IPDPS.2009.5161234"},{"issue":"1","key":"15_CR8","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman, L.: Random forests. Mach. Learn. 45(1), 5\u201332 (2001)","journal-title":"Mach. Learn."},{"key":"15_CR9","doi-asserted-by":"crossref","unstructured":"Chen, T., Guestrin, C.: XGBoost: A scalable tree boosting system. In: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 785\u2013794. ACM (2016)","DOI":"10.1145\/2939672.2939785"},{"key":"15_CR10","unstructured":"Cheng, Y., Chen, W., Wang, Z., Yu, X.: Performance-monitoring-based traffic-aware virtual machine deployment on NUMA systems. IEEE Syst. J. PP(99) (2015)"},{"key":"15_CR11","doi-asserted-by":"crossref","unstructured":"Clayman, S., Galis, A., Mamatas, L.: Monitoring virtual networks with Lattice. In: Network Operations and Management Symposium Workshops, April 2010","DOI":"10.1109\/NOMSW.2010.5486569"},{"issue":"1","key":"15_CR12","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1109\/TIT.1967.1053964","volume":"13","author":"T Cover","year":"1967","unstructured":"Cover, T., Hart, P.: Nearest neighbor pattern classification. IEEE Trans. Inf. Theory 13(1), 21\u201327 (1967)","journal-title":"IEEE Trans. Inf. Theory"},{"issue":"5","key":"15_CR13","doi-asserted-by":"publisher","first-page":"977","DOI":"10.3390\/s17050977","volume":"17","author":"R Cruz Huacarpuma","year":"2017","unstructured":"Cruz Huacarpuma, R., de Sousa Junior, R.T., de Holanda, M.T., de Oliveira Albuquerque, R., Garc\u00eda Villalba, L.J., Kim, T.H.: Distributed data service for data management in internet of things middleware. Sensors 17(5), 977 (2017)","journal-title":"Sensors"},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Doraisamy, M., bin Ibrahim, S., Mahrin, M.N.: Metric based software project performance monitoring model. In: Proceedings of the IEEE International Conference on Open Systems (ICOS). IEEE, August 2015","DOI":"10.1109\/ICOS.2015.7377270"},{"key":"15_CR15","unstructured":"Entreprises, N.: Nagios Documentation (2014). http:\/\/www.nagios.org\/documentation"},{"issue":"1","key":"15_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0377-2217(03)00274-1","volume":"155","author":"A Fr\u00e9ville","year":"2004","unstructured":"Fr\u00e9ville, A.: The multidimensional 0\u20131 knapsack problem: an overview. Eur. J. Oper. Res. 155(1), 1\u201321 (2004)","journal-title":"Eur. J. Oper. Res."},{"key":"15_CR17","series-title":"Springer Series in Statistics","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-84858-7","volume-title":"The Elements of Statistical Learning","author":"T Hastie","year":"2009","unstructured":"Hastie, T., Tibshirani, R., Friedman, J.: The Elements of Statistical Learning. SSS. Springer, New York (2009). https:\/\/doi.org\/10.1007\/978-0-387-84858-7"},{"issue":"7","key":"15_CR18","doi-asserted-by":"publisher","first-page":"1645","DOI":"10.1016\/j.future.2013.01.010","volume":"29","author":"J Gubbi","year":"2013","unstructured":"Gubbi, J., Buyya, R., Marusic, S., Palaniswami, M.: Internet of things (IoT): a vision, architectural elements, and future directions. Future Gener. Comput. Syst. 29(7), 1645\u20131660 (2013)","journal-title":"Future Gener. Comput. Syst."},{"key":"15_CR19","unstructured":"Jeswani, D., Natu, M., Ghosh, R.K.: Adaptive monitoring: a framework to adapt passive monitoring using probing. In: Proceedings of the 8th International Conference on Network and Service Management, CNSM 2012, pp. 350\u2013356. International Federation for Information Processing, Laxenburg, Austria (2013)"},{"issue":"4","key":"15_CR20","doi-asserted-by":"publisher","first-page":"950","DOI":"10.1007\/s10922-014-9330-8","volume":"23","author":"D Jeswani","year":"2015","unstructured":"Jeswani, D., Natu, M., Ghosh, R.K.: Adaptive monitoring: application of probing to adapt passive monitoring. J. Netw. Syst. Manag. 23(4), 950\u2013977 (2015)","journal-title":"J. Netw. Syst. Manag."},{"key":"15_CR21","unstructured":"Katsaros, G., Gallizo, G., K\u00fcbert, R., Wang, T., Fit\u00f3, J.O., Henriksson, D.: A Multi-level architecture for collecting and managing monitoring information in cloud environments. In: Leymann, F., Ivanov, I.I., van Sinderen, M., Shishkov, B. (eds.) Proceedings of the Third International Conference on Cloud Computing and Services Science, CLOSER. SciTePress (2011)"},{"key":"15_CR22","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139924801","volume-title":"Mining of Massive Datasets","author":"J Leskovec","year":"2014","unstructured":"Leskovec, J., Rajaraman, A., Ullman, J.D.: Mining of Massive Datasets. Cambridge University Press, Cambridge (2014)"},{"issue":"7","key":"15_CR23","doi-asserted-by":"publisher","first-page":"817","DOI":"10.1016\/j.parco.2004.04.001","volume":"30","author":"ML Massie","year":"2004","unstructured":"Massie, M.L., Chun, B.N., Culler, D.E.: The ganglia distributed monitoring system: design, implementation, and experience. Parallel Comput. 30(7), 817\u2013840 (2004)","journal-title":"Parallel Comput."},{"key":"15_CR24","volume-title":"Applied Statistics and Probability for Engineers","author":"DC Montgomery","year":"2010","unstructured":"Montgomery, D.C., Runger, G.C.: Applied Statistics and Probability for Engineers. Wiley, Hoboken (2010)"},{"key":"15_CR25","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1007\/978-3-540-87353-2_13","volume-title":"Managing Large-Scale Service Deployment","author":"MA Munawar","year":"2008","unstructured":"Munawar, M.A., Reidemeister, T., Jiang, M., George, A., Ward, P.A.S.: Adaptive monitoring with dynamic differential tracing-based diagnosis. In: De Turck, F., Kellerer, W., Kormentzas, G. (eds.) DSOM 2008. LNCS, vol. 5273, pp. 162\u2013175. Springer, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-87353-2_13"},{"key":"15_CR26","volume-title":"Machine Learning: A Probabilistic Perspective","author":"KP Murphy","year":"2012","unstructured":"Murphy, K.P.: Machine Learning: A Probabilistic Perspective. MIT Press, Cambridge (2012)"},{"key":"15_CR27","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1007\/978-3-540-75694-1_4","volume-title":"Managing Virtualization of Networks and Services","author":"M Natu","year":"2007","unstructured":"Natu, M., Sethi, A.S.: Probabilistic fault diagnosis using adaptive probing. In: Clemm, A., Granville, L.Z., Stadler, R. (eds.) DSOM 2007. LNCS, vol. 4785, pp. 38\u201349. Springer, Heidelberg (2007). https:\/\/doi.org\/10.1007\/978-3-540-75694-1_4"},{"key":"15_CR28","unstructured":"Ng, A.Y., Jordan, M.I.: On discriminative vs. generative classifiers: a comparison of logistic regression and naive Bayes. In: Advances in Neural Information Processing Systems 2, pp. 841\u2013848 (2002)"},{"key":"15_CR29","doi-asserted-by":"crossref","unstructured":"Padiya, T., Bhise, M., Rajkotiya, P.: Data management for Internet of Things. In: Region 10 Symposium (TENSYMP), pp. 62\u201365. IEEE (2015)","DOI":"10.1109\/TENSYMP.2015.26"},{"key":"15_CR30","volume-title":"C4.5: Programs for Machine Learning","author":"JR Quinlan","year":"2014","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Elsevier, New York (2014)"},{"key":"15_CR31","unstructured":"Ramos, J., et al.: Using TF-IDF to determine word relevance in document queries. In: Proceedings of the First Instructional Conference on Machine Learning, vol. 242, pp. 133\u2013142 (2003)"},{"key":"15_CR32","unstructured":"Rivera, J., van der Meulen\", R.: Gartner says 4.9 billion connected \u2019things\u2019 will be in use in 2015 (2014). http:\/\/www.gartner.com\/newsroom\/id\/2905717"},{"issue":"9","key":"15_CR33","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/MC.2011.291","volume":"44","author":"R Roman","year":"2011","unstructured":"Roman, R., Najera, P., Lopez, J.: Securing the internet of things. Computer 44(9), 51\u201358 (2011)","journal-title":"Computer"},{"key":"15_CR34","volume-title":"Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond","author":"B Sch\u00f6lkopf","year":"2002","unstructured":"Sch\u00f6lkopf, B., Smola, A.J.: Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond. MIT press, Cambridge (2002)"},{"issue":"1","key":"15_CR35","first-page":"170","volume":"24","author":"K Sharma","year":"2017","unstructured":"Sharma, K., Sharma, A., Joshi, D., Vyas, N., Bapna, A.: A review of text mining techniques and applications. Int. J. Comput. (IJC) 24(1), 170\u2013176 (2017)","journal-title":"Int. J. Comput. (IJC)"},{"key":"15_CR36","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1016\/j.comnet.2014.11.008","volume":"76","author":"S Sicari","year":"2015","unstructured":"Sicari, S., Rizzardi, A., Grieco, L.A., Coen-Porisini, A.: Security, privacy and trust in Internet of Things: the road ahead. Comput. Netw. 76, 146\u2013164 (2015)","journal-title":"Comput. Netw."},{"key":"15_CR37","unstructured":"Tata, S., Megahed, A., Mohamed, M., Nazeem, A., El Harouni, A.: Data collection and management in IoT environments: challenges and future directions. In: 2017 IEEE International Congress on Big Data (BigData Congress). IEEE (2017)"},{"key":"15_CR38","doi-asserted-by":"crossref","unstructured":"Tata, S., Mohamed, M., Megahed, A.: An optimization approach for adaptive monitoring in IoT environments. In: 2017 IEEE International Conference on Services Computing (SCC), pp. 378\u2013385. IEEE (2017)","DOI":"10.1109\/SCC.2017.55"},{"key":"15_CR39","doi-asserted-by":"crossref","unstructured":"Trihinas, D., Pallis, G., Dikaiakos, M.D.: AdaM: An adaptive monitoring framework for sampling and filtering on IoT devices. In: IEEE International Conference on Big Data. IEEE Computer Society, Los Alamitos, CA, USA (2015)","DOI":"10.1109\/BigData.2015.7363816"},{"key":"15_CR40","doi-asserted-by":"crossref","unstructured":"Zarko, I.P., Pripuzic, K., Serrano, M., Hauswirth, M.: IoT data management methods and optimisation algorithms for mobile publish\/subscribe services in cloud environments. In: 2014 European Conference on Networks and Communications (EuCNC), pp. 1\u20135. IEEE (2014)","DOI":"10.1109\/EuCNC.2014.6882657"}],"container-title":["Lecture Notes in Computer Science","Service-Oriented Computing \u2013 ICSOC 2017 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-91764-1_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,12]],"date-time":"2024-03-12T16:05:29Z","timestamp":1710259529000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-91764-1_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319917634","9783319917641"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-91764-1_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"16 June 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICSOC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Service-Oriented Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Malaga","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":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 November 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 November 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icsoc2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.icsoc.org","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}