Optimal Service Pricing for a Cloud Cache

被引:68
作者
Kantere, Verena [1 ]
Dash, Debabrata [2 ]
Francois, Gregory [3 ]
Kyriakopoulou, Sofia
Ailamaki, Anastasia [4 ]
机构
[1] Cyprus Univ Technol, Fac Engn & Technol, Dept Elect Engn & Informat Technol, CY-3603 Lemesos, Cyprus
[2] ArcSight, CH-1020 Renens, Switzerland
[3] Ecole Polytech Fed Lausanne, EPFL STI IGM LA CO, CH-1015 Lausanne, Switzerland
[4] Ecole Polytech Fed Lausanne, EPFL IC IIF DIAS, CH-1015 Lausanne, Switzerland
关键词
Cloud data management; data services; cloud service pricing;
D O I
10.1109/TKDE.2011.35
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cloud applications that offer data management services are emerging. Such clouds support caching of data in order to provide quality query services. The users can query the cloud data, paying the price for the infrastructure they use. Cloud management necessitates an economy that manages the service of multiple users in an efficient, but also, resource-economic way that allows for cloud profit. Naturally, the maximization of cloud profit given some guarantees for user satisfaction presumes an appropriate price-demand model that enables optimal pricing of query services. The model should be plausible in that it reflects the correlation of cache structures involved in the queries. Optimal pricing is achieved based on a dynamic pricing scheme that adapts to time changes. This paper proposes a novel price-demand model designed for a cloud cache and a dynamic pricing scheme for queries executed in the cloud cache. The pricing solution employs a novel method that estimates the correlations of the cache services in an time-efficient manner. The experimental study shows the efficiency of the solution.
引用
收藏
页码:1345 / 1358
页数:14
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