{"title":"Adaptive code offloading for mobile cloud applications: exploiting fuzzy sets and evidence-based learning","authors":"Huber Flores, S. Srirama","doi":"10.1145/2482981.2482984","DOIUrl":"https://doi.org/10.1145/2482981.2482984","url":null,"abstract":"Mobile cloud computing is arising as a prominent domain that is seeking to bring the massive advantages of the cloud to the resource constrained smartphones, by following a delegation or offloading criteria. In a delegation model, a mobile device consumes services from multiple clouds by efficiently utilizing solutions like middleware. In the offloading model, a mobile application is partitioned and analyzed so that the most computational expensive operations at code level can be identified and offloaded for remote processing. While code offloading is studied extensively for the development of mobile cloud applications, much of the advantages of cloud computing are still left unexploited and poorly considered in these approaches. Cloud computing may introduce many other dynamic variables like performance metrics, parallelization of tasks, elasticity etc., to current code offloading models that could affect the overall offloading decision process. To address this, we propose a fuzzy decision engine for code offloading, that considers both mobile and cloud variables. The cloud parameters and rules are introduced asynchronously to the mobile, using notification services. The paper also proposes a strategy to enrich the offloading decision process with evidence-based learning methods, by exploiting cloud processing capabilities over code offloading traces.","PeriodicalId":377418,"journal":{"name":"Proceeding of the fourth ACM workshop on Mobile cloud computing and services","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2013-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128435526","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Session details: Keynote address","authors":"V. Bahl","doi":"10.1145/3246353","DOIUrl":"https://doi.org/10.1145/3246353","url":null,"abstract":"","PeriodicalId":377418,"journal":{"name":"Proceeding of the fourth ACM workshop on Mobile cloud computing and services","volume":"108 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2013-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133982550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Session details: Session 2: paper session","authors":"P. Lin","doi":"10.1145/3246354","DOIUrl":"https://doi.org/10.1145/3246354","url":null,"abstract":"","PeriodicalId":377418,"journal":{"name":"Proceeding of the fourth ACM workshop on Mobile cloud computing and services","volume":"2008 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2013-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125586349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mobile cloud messaging supported by XMPP primitives","authors":"Huber Flores, S. Srirama","doi":"10.1145/2482981.2482983","DOIUrl":"https://doi.org/10.1145/2482981.2482983","url":null,"abstract":"The increasing demand of the smartphones for processing power, storage space and energy saving is leading the rapid adaption of the mobile cloud computing (MCC) domain. Asynchronous mobile cloud communication is a two way process which in most cases is managed via REST (from mobile to cloud) and push technologies (from cloud to mobile). There are several push notification mechanisms provided by the cloud vendors and mobile operators for delivering messages to the mobile applications (e.g. GCM, APNS, MPNS, etc.). However, these mechanisms have certain constraints such as being platform specific, limited message payload and the number of the messages that can be sent to a single handset. This paper explored the possibility of implementing a messaging framework that can be used as open notification mechanism running at the cloud for handling asynchronous delegation of mobile tasks to cloud. The framework is developed by extending a XMPP-based IM infrastructure, which can be integrated with any application server and reconfigured on demand as the mobile workload grows or shrinks. The detailed analysis of the framework shows that it is possible to send messages to the smartphones with IM, at a quality of service similar to that of other push notification mechanisms.","PeriodicalId":377418,"journal":{"name":"Proceeding of the fourth ACM workshop on Mobile cloud computing and services","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2013-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125513829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Session details: Session 3: paper session","authors":"P. Hsiu","doi":"10.1145/3246355","DOIUrl":"https://doi.org/10.1145/3246355","url":null,"abstract":"","PeriodicalId":377418,"journal":{"name":"Proceeding of the fourth ACM workshop on Mobile cloud computing and services","volume":"77 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2013-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121850284","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}