An Efficient Method for Skyline Recommendation in Distributed Networks
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摘要: 当底层数据的容量以及轮廓推荐指令个数增大时，轮廓推荐的时间代价将呈指数级增长，从而严重影响其推荐效率。为此，基于超对等分布式网络(SPA)，该文提出预存储w个轮廓快照来高效处理系统中u个轮廓推荐指令的分布式网络轮廓推荐算法(EMSRDN)。EMSRDN算法充分考虑SPA网络的数据存储和通信特性，利用map/reduce分布式计算模型，通过初始快照集启发式构造来快速产生最优w个轮廓快照。理论分析和仿真实验表明，该算法具有有效性和实用性。
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关键词:
- 分布式网络 /
- 轮廓推荐 /
- Map/reduce分布式计算 /
- 信息服务
Abstract: Based on distributed networks of the Super-Peer Architecture (SPA), this paper proposes Efficient Method for Skyline Recommendation in Distributed Networks (EMSRDN), to handle u skyline recommendation instructions by prestore w skyline snapshots. The EMSRDN method fully considers the characteristic of storage and communication of SPA networks, and uses the map/reduce distributed computation model. The EMSRDN algorithm can fast produce the optimal w skyline snapshots through the phase of heuristically constructing the initial set of snapshot. The detailed theoretical analyses and extensive experiments demonstrate that the proposed EMSRDN algorithm is both efficient and practical. -
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