Using heuristics to improve service portfolio selection in P2P grids

Alvaro Coelho, F. Brasileiro, P. D. Maciel
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引用次数: 2

Abstract

In this paper we consider a peer-to-peer grid system which provides multiple services to its users. An incentive mechanism promotes collaboration among peers. It has been shown that the use of a reciprocation-based incentive mechanism in such a system prevents free-riding and, at the same time, promotes the clustering of peers that have mutually profitable interactions. On the other hand, an issue that has not been sufficiently studied in this context is that of service portfolio selection. Normally, peers are subject to resource limitations, which force them to provide only a subset of all services that can be possibly provided. Clearly, the subset of selected services impacts the profit that the grid yields to the peers, since each service will have a different cost and will return a different utility. Moreover, the utility generated by a service is strongly influenced by the behavior of the other peers, which in turn may change over time. In this paper we explore the use of heuristics to select the portfolio of services to be offered by peers in such a grid. The main contributions of this work are the use of heuristics to improve the average profit of peers and a study on the impact of some system characteristics on the heuristics behavior.
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利用启发式算法改进P2P网格中的服务组合选择
本文研究了一种为用户提供多种服务的点对点网格系统。激励机制促进同伴之间的合作。研究表明,在这种系统中使用基于回报的激励机制可以防止搭便车,同时促进具有互利互动的同伴的聚集。另一方面,在此上下文中尚未得到充分研究的一个问题是服务组合选择。通常,对等点受到资源限制,这迫使它们只提供可能提供的所有服务的一个子集。显然,所选服务的子集会影响网格向对等节点产生的利润,因为每个服务将具有不同的成本,并将返回不同的效用。此外,服务生成的实用程序受到其他对等体行为的强烈影响,而这些行为又可能随着时间的推移而改变。在本文中,我们探索了在这样一个网格中使用启发式方法来选择由对等体提供的服务组合。这项工作的主要贡献是利用启发式来提高同行的平均利润,并研究了一些系统特征对启发式行为的影响。
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