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Based on this prediction model, a novel algorithm is proposed to dynamically change the sampling frequency of sensors so as to achieve better tradeoffs between monitoring accuracy and overhead. Also, a monitoring topology optimization mechanism is incorporated which enables to make more cost-effective decisions on monitoring management. The proposed framework is tested in a realistic cloud and the results indicate that it can significantly reduce the communication overhead when performing monitoring tasks for multiple tenants.<\/jats:p>","DOI":"10.4018\/ijec.2020040102","type":"journal-article","created":{"date-parts":[[2020,2,21]],"date-time":"2020-02-21T14:55:57Z","timestamp":1582296957000},"page":"12-26","source":"Crossref","is-referenced-by-count":2,"title":["An Adaptive Cloud Monitoring Framework Based on Sampling Frequency Adjusting"],"prefix":"10.4018","volume":"16","author":[{"given":"Dongbo","family":"Liu","sequence":"first","affiliation":[{"name":"Hunan Institute of Engineering, Xiangtan, China"}]},{"given":"Zhichao","family":"Liu","sequence":"additional","affiliation":[{"name":"Hunan Institute of Engineering, Xiangtan, China"}]}],"member":"2432","reference":[{"key":"IJeC.2020040102-0","doi-asserted-by":"publisher","DOI":"10.1504\/IJHPCN.2013.056524"},{"key":"IJeC.2020040102-1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.1576"},{"key":"IJeC.2020040102-2","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2015.04.007"},{"key":"IJeC.2020040102-3","doi-asserted-by":"publisher","DOI":"10.1007\/s10723-010-9148-x"},{"key":"IJeC.2020040102-4","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2014.08.007"},{"key":"IJeC.2020040102-5","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2011.04.005"},{"key":"IJeC.2020040102-6","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2010.66"},{"key":"IJeC.2020040102-7","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2010.2089469"},{"key":"IJeC.2020040102-8","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-013-1410-9"},{"key":"IJeC.2020040102-9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2009.08.008"},{"key":"IJeC.2020040102-10","doi-asserted-by":"crossref","unstructured":"Weng, C., Liu, Q., Li, K., & Zou, D. 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