Hot Set Identification for Social Network Applications

作者: Claudia Canali , Michele Colajanni , Riccardo Lancellotti

DOI: 10.1109/COMPSAC.2009.44

关键词: Predictive analyticsIdentification (information)Context (language use)Set (abstract data type)Online communityComputer scienceSocial networkData miningUploadWeb application

摘要: Several operations of Web-based applications are optimized with respect to the set resources that will receive majority requests in near future, namely hot set. Unfortunately, existing algorithms for identification do not work well emerging social network applications, characterized by quite novel features traditional Web: highly interactive user accesses, upload and download operations, short lifespan resources, interactions among members online communities. We propose evaluate innovative combinations predictive models social-aware solutions Experimental results demonstrate some considered improve accuracy up 30% if compared models, they guarantee stable robust even context high variability.

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