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    • 1. 发明授权
    • Method and system for quantifying the quality of search results based on cohesion
    • 基于凝聚力量化搜索结果质量的方法和系统
    • US07720870B2
    • 2010-05-18
    • US11959182
    • 2007-12-18
    • Luciano BarbosaFlavio JunqueiraVassilis PlachourasRicardo Baeza-Yates
    • Luciano BarbosaFlavio JunqueiraVassilis PlachourasRicardo Baeza-Yates
    • G06F17/30
    • G06F17/3069G06F17/30864
    • A method and system for quantifying the quality of search results from a search engine based on cohesion. The method and system include modeling a set of search engine search results as a cluster and measuring the cohesion of the cluster. In an embodiment, the cohesion of the cluster is the average similarity between the cluster elements to a centroid vector. The centroid vector is the average of the weights of the vectors of the cluster. The similarity between the centroid vector and the cluster's elements is the cosine similarity measure. Each document in the set of search results is represented by a vector where each cell of the vector represents a stemmed word. Each cell has a cell value which is the frequency of the corresponding stemmed word in a document multiplied by a weight that takes into account the location of the stemmed word within the document.
    • 一种用于量化基于内聚的搜索引擎的搜索结果的质量的方法和系统。 该方法和系统包括将一组搜索引擎搜索结果建模为群集并测量群集的内聚。 在一个实施例中,聚类的内聚性是聚类元素与质心向量之间的平均相似度。 质心矢量是聚类向量权重的平均值。 质心向量与簇的元素之间的相似度是余弦相似性度量。 搜索结果集中的每个文档由向量表示,其中向量的每个单元表示一个被干扰的单词。 每个单元格具有一个单元格值,该单元格值是文档中相应词干词的频率乘以一个考虑到文档中的词干词的位置的权重。
    • 2. 发明申请
    • METHOD AND SYSTEM FOR QUANTIFYING THE QUALITY OF SEARCH RESULTS BASED ON COHESION
    • 基于联合搜索结果质量的方法和系统
    • US20090157652A1
    • 2009-06-18
    • US11959182
    • 2007-12-18
    • Luciano BarbosaFlavio JunqueiraVassilis PlachourasRicardo Baeza-Yates
    • Luciano BarbosaFlavio JunqueiraVassilis PlachourasRicardo Baeza-Yates
    • G06F7/00
    • G06F17/3069G06F17/30864
    • A method and system for quantifying the quality of search results from a search engine based on cohesion. The method and system include modeling a set of search engine search results as a cluster and measuring the cohesion of the cluster. In an embodiment, the cohesion of the cluster is the average similarity between the cluster elements to a centroid vector. The centroid vector is the average of the weights of the vectors of the cluster. The similarity between the centroid vector and the cluster's elements is the cosine similarity measure. Each document in the set of search results is represented by a vector where each cell of the vector represents a stemmed word. Each cell has a cell value which is the frequency of the corresponding stemmed word in a document multiplied by a weight that takes into account the location of the stemmed word within the document.
    • 一种用于量化基于内聚的搜索引擎的搜索结果的质量的方法和系统。 该方法和系统包括将一组搜索引擎搜索结果建模为群集并测量群集的内聚。 在一个实施例中,聚类的内聚性是聚类元素与质心向量之间的平均相似度。 质心矢量是聚类向量权重的平均值。 质心向量与簇的元素之间的相似度是余弦相似性度量。 搜索结果集中的每个文档由向量表示,其中向量的每个单元表示一个被干扰的单词。 每个单元格具有一个单元格值,该单元格值是文档中相应词干词的频率乘以一个考虑到文档中的词干词的位置的权重。
    • 9. 发明授权
    • Lock-free transactional support for large-scale storage systems
    • 无大规模存储系统的无锁交易支持
    • US08990177B2
    • 2015-03-24
    • US13283543
    • 2011-10-27
    • Flavio JunqueiraBenjamin ReedMaysam Yabandeh
    • Flavio JunqueiraBenjamin ReedMaysam Yabandeh
    • G06F17/30
    • G06F17/30353G06F17/30359
    • Described is a reliable and efficient design for a transactional status oracle (“ReTSO”), which supports large-scale storage systems. ReTSO uses a centralized scheme and implements snapshot isolation, a property that guarantees that read operations read a consistent snapshot of the data store. The centralized scheme of ReTSO enables a lock-free commit algorithm that prevents unreleased locks of a failed transaction from blocking other transactions. Each transaction submits the identifiers of modified rows to the ReTSO, the transaction is committed only if none of the modified rows is committed by a concurrent transaction, and a log of the committed transaction is cached. To recover from failures, before a client is notified of a change, the change cached is first persisted into a write-ahead log, such that the memory state can be fully reconstructed by reading from the write-ahead log. Furthermore, ReTSO implements a lazy, auto-garbage collector hash map that reduces the number of memory accesses per request.
    • 描述了一种支持大型存储系统的事务状态oracle(“ReTSO”)的可靠和高效的设计。 ReTSO使用集中式方案并实现快照隔离,这是一种保证读操作读取数据存储一致快照的属性。 ReTSO的集中式方案实现了一种无锁提交算法,可防止未发送的锁定失败的事务阻止其他事务。 每个事务将修改后的行的标识符提交给ReTSO,只有当并发事务不提交修改的行时,才会提交事务,并且缓存已提交的事务的日志。 要从故障中恢复,在客户端通知更改之前,缓存的更改将首先保存在预写日志中,以便可以通过从预读日志中读取来完全重建内存状态。 此外,ReTSO还实现了一种懒惰的自动垃圾收集器散列图,可以减少每个请求的内存访问次数。