[{"data":1,"prerenderedAt":219},["ShallowReactive",2],{"publication-2020\u002Fa-proactive-mobile-edge-cache-policy-based-on-the-prediction-by-partial-matching":3,"publication-members":52},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"_hidden":6,"authors":10,"authors_orcid":14,"year":18,"doi":19,"openalex_id":20,"venue":21,"abstract_screenshot":22,"keywords":23,"body":32,"_type":45,"_id":46,"_source":47,"_file":48,"_stem":49,"_extension":50,"locale":51},"\u002Fpublications\u002F2020\u002Fa-proactive-mobile-edge-cache-policy-based-on-the-prediction-by-partial-matching","2020",false,"","A Proactive Mobile Edge Cache Policy Based on the Prediction by Partial Matching","The proactive caching has been an emerging approach to cost-effectively boost the network capacity and reduce access latency. While the performance of which extremely relies on the content prediction. Therefore, in this paper, a proactive cache policy is proposed in a distributed manner considering the prediction of the content popularity and user location to minimise the latency and maximise the cache hit rate. Here, a backpropagation neural network is applied to predict the content popularity, and prediction by partial matching is chosen to predict the user location. The simulation results reveal our proposed cache policy is around 27%-60% improved in the cache hit ratio and 14%-60% reduced in the average latency, compared with the two conventional reactive policies, i.e., LFU and LRU policies.",[11,12,13],"Li, Lincan","Kwong, Chiew Foong","Liu, Qianyu",[15,16,17],"0000-0002-3774-8878","0000-0001-7857-511X","0000-0002-2660-7287",2020,"https:\u002F\u002Fdoi.org\u002F10.25046\u002Faj0505140","W3095168960","Advances in Science Technology and Engineering Systems Journal",null,[24,25,26,27,28,29,30,31],"Cache","Computer science","Enhanced Data Rates for GSM Evolution","Matching (statistics)","Parallel computing","Artificial intelligence","Statistics","Mathematics",{"type":33,"children":34,"toc":42},"root",[35],{"type":36,"tag":37,"props":38,"children":39},"element","p",{},[40],{"type":41,"value":9},"text",{"title":7,"searchDepth":43,"depth":43,"links":44},2,[],"markdown","content:publications:2020:a-proactive-mobile-edge-cache-policy-based-on-the-prediction-by-partial-matching.md","content","publications\u002F2020\u002Fa-proactive-mobile-edge-cache-policy-based-on-the-prediction-by-partial-matching.md","publications\u002F2020\u002Fa-proactive-mobile-edge-cache-policy-based-on-the-prediction-by-partial-matching","md","en",[53,62,68,78,85,93,105,114,121,128,135,142,149,161,170,180,189,197],{"_path":54,"title":55,"name":56,"role":57,"email":7,"image":58,"category":59,"order":60,"_id":61},"\u002Fmembers\u002Falumni\u002Frui-li","Research Assistant from Oct.,2023 to June.,2024","Rui Li","Research Assistant 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Hou","xing.hou@nottingham.edu.cn","assets\u002Fxinghou.png","15","content:members:research-assistants:xing-hou.md",{"_path":86,"title":87,"name":88,"role":89,"email":90,"image":58,"category":75,"order":91,"_id":92},"\u002Fmembers\u002Fresearch-assistants\u002Fxiuqi-wang","Intern Research Assistant - B.Sc student in Department of Electrical and Electronic Engineering","Xiuqi Wang","Intern Research Assistant","xiuqi.wang@nottingham.edu.cn","16","content:members:research-assistants:xiuqi-wang.md",{"_path":94,"title":95,"name":96,"role":97,"email":98,"scholar":99,"image":100,"category":101,"order":102,"orcid":103,"_id":104},"\u002Fmembers\u002Fresearch-students\u002Ffuhua-jia","PhD Student, Department of Mechanical, Materials and Manufacturing Engineering","Fuhua Jia","PhD 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