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Admission Policies for Caches of Search Engine Results

机译:搜索引擎结果缓存的入学策略

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This paper studies the impact of the tail of the query distribution on caches of Web search engines, and proposes a technique for achieving higher hit ratios compared to traditional heuristics such as LRU. The main problem we solve is the one of identifying infrequent queries, which cause a reduction on hit ratio because caching them often does not lead to hits. To mitigate this problem, we introduce a cache management policy that employs an admission policy to prevent infrequent queries from taking space of more frequent queries in the cache. The admission policy uses either stateless features, which depend only on the query, or stateful features based on usage information. The proposed management policy is more general than existing policies for caching of search engine results, and it is fully dynamic. The evaluation results on two different query logs show that our policy achieves higher hit ratios when compared to previously proposed cache management policies.
机译:本文研究了查询分布尾的影响在网上搜索引擎的高速缓存中,并提出了与诸如LRU等传统启发式相比实现更高击中比的技术。我们解决的主要问题是识别不常见的查询之一,这导致命中比率降低,因为缓存它们通常不会导致命中。为了缓解此问题,我们介绍了一个缓存管理策略,该策略采用进入策略来防止不频繁查询在缓存中占用更频繁的查询。录取策略使用无状态特征,这些功能仅依赖于查询或基于使用信息的状态特征。拟议的管理政策比现有的缓存搜索引擎结果的策略更为普遍,它是完全动态的。两个不同的查询日志的评估结果表明,与先前提出的缓存管理策略相比,我们的政策在比较时达到更高的击中比。

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