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    • 92. 发明申请
    • TECHNIQUES TO PERFORM RELATIVE RANKING FOR SEARCH RESULTS
    • 执行相关排名的技术搜索结果
    • US20110264660A1
    • 2011-10-27
    • US13175043
    • 2011-07-01
    • Vladimir TankovichDmitriy MeyerzonMichael TaylorStephen Robertson
    • Vladimir TankovichDmitriy MeyerzonMichael TaylorStephen Robertson
    • G06F17/30
    • G06F17/3053
    • Techniques to perform relative ranking for search results are described. An apparatus may include an enhanced search component operative to receive a search query and provide ranked search results responsive to the search query. The enhanced search component may comprise a resource search module operative to search for resources using multiple search terms from the search query, and output a set of resources having some or all of the search terms. The enhanced search component may also comprise a proximity generation module communicatively coupled to the resource search module, the proximity generation module operative to receive the set of resources, retrieve search term position information for each resource, and generate a proximity feature value based on the search term position information. The enhanced search component may further comprise a resource ranking module communicatively coupled to the resource search module and the proximity generation module, the resource ranking module to receive the proximity feature values, and rank the resources based in part on the proximity feature values. Other embodiments are described and claimed.
    • 描述了对搜索结果执行相对排名的技术。 装置可以包括增强的搜索组件,其操作以接收搜索查询并且响应于搜索查询提供排名的搜索结果。 增强搜索组件可以包括资源搜索模块,其可操作以使用来自搜索查询的多个搜索项来搜索资源,并且输出具有部分或全部搜索项的一组资源。 增强搜索组件还可以包括通信地耦合到资源搜索模块的邻近生成模块,用于接收资源集合的邻近生成模块,检索每个资源的搜索项位置信息,以及基于搜索生成接近特征值 期限位置信息。 增强搜索组件还可以包括资源排序模块,其通信地耦合到资源搜索模块和邻近生成模块,用于接收邻近特征值的资源排名模块,以及部分地基于邻近特征值对资源进行排名。 描述和要求保护其他实施例。
    • 93. 发明授权
    • Generating search result summaries
    • 生成搜索结果摘要
    • US08032519B2
    • 2011-10-04
    • US12947649
    • 2010-11-16
    • Dirk GroeneveldDmitriy MeyerzonDavid Mowatt
    • Dirk GroeneveldDmitriy MeyerzonDavid Mowatt
    • G06F17/30
    • G06F17/30867G06F17/30719
    • Embodiments are configured to provide a summary of information associated with one or more search results. In an embodiment, a system includes a summary generator that can be configured to provide a summary of information including one or more snippets associated with a search term or search terms. The system includes a ranking component that can be used to rank snippets and the ranked snippets can be used when generating a summary that includes one or more ranked snippets. In one embodiment, the system can be configured to include one or more filters that can be used to filter snippets and the filtered snippets can be used when generating a summary. Other embodiments are available.
    • 实施例被配置为提供与一个或多个搜索结果相关联的信息的摘要。 在一个实施例中,系统包括摘要生成器,其可以被配置为提供包括与搜索项或搜索项相关联的一个或多个片段的信息的摘要。 该系统包括可用于对片段进行排名的排名组件,并且可以在生成包含一个或多个排名片段的摘要时使用排名片段。 在一个实施例中,系统可被配置为包括一个或多个可用于过滤片段的过滤器,并且可以在生成摘要时使用经过过滤的片段。 其他实施例是可用的。
    • 95. 发明授权
    • Generating search result summaries
    • 生成搜索结果摘要
    • US07853587B2
    • 2010-12-14
    • US12023678
    • 2008-01-31
    • Dirk GroeneveldDmitriy MeyerzonDavid Mowatt
    • Dirk GroeneveldDmitriy MeyerzonDavid Mowatt
    • G06F17/30
    • G06F17/30867G06F17/30719
    • Embodiments are configured to provide a summary of information associated with one or more search results. In an embodiment, a system includes a summary generator that can be configured to provide a summary of information including one or more snippets associated with a search term or search terms. The system includes a ranking component that can be used to rank snippets and the ranked snippets can be used when generating a summary that includes one or more ranked snippets. In one embodiment, the system can be configured to include one or more filters that can be used to filter snippets and the filtered snippets can be used when generating a summary. Other embodiments are available.
    • 实施例被配置为提供与一个或多个搜索结果相关联的信息的摘要。 在一个实施例中,系统包括摘要生成器,其可以被配置为提供包括与搜索项或搜索项相关联的一个或多个片段的信息的摘要。 该系统包括可用于对片段进行排名的排名组件,并且可以在生成包含一个或多个排名片段的摘要时使用排名片段。 在一个实施例中,系统可被配置为包括一个或多个可用于过滤片段的过滤器,并且可以在生成摘要时使用经过过滤的片段。 其他实施例是可用的。
    • 97. 发明申请
    • INDEX OPTIMIZATION FOR RANKING USING A LINEAR MODEL
    • 使用线性模型进行排序的索引优化
    • US20100121838A1
    • 2010-05-13
    • US12690100
    • 2010-01-19
    • Vladimir TankovichDmitriy MeyerzonMihai Petriuc
    • Vladimir TankovichDmitriy MeyerzonMihai Petriuc
    • G06F17/30
    • G06F17/30864
    • Technologies are described herein for providing a more efficient approach to ranking search results. An illustrative technology reduces an amount of ranking data analyzed at query time. In the technology, a term is selected, at index time, from a master index. The term corresponds to a number of documents greater than a threshold. A set of documents that includes the term is selected based on the master index. A rank is determined for each document in the set of documents that contains the term. Each document in the set of documents that contains the term is assigned to a top document list or a bottom document list based on the rank. Predefined values of at least part of the rank are stored in the top document list for documents in the top document list and are not stored in the bottom document list for documents in the bottom document list.
    • 本文描述了技术,以提供用于对搜索结果进行排名的更有效的方法。 说明性技术减少了在查询时间分析的排名数据量。 在技​​术中,在索引时间,从主索引中选择一个术语。 该术语对应于大于阈值的多个文档。 根据主索引选择一组包含该术语的文档。 在包含该术语的文档集中的每个文档确定排名。 包含该术语的文档集中的每个文档都会根据排名分配给顶级文档列表或底部文档列表。 至少部分等级的预定义值存储在顶部文档列表中的文档的顶部文档列表中,并且不存储在底部文档列表中的文档的底部文档列表中。
    • 100. 发明申请
    • SEARCH RESULTS RANKING USING EDITING DISTANCE AND DOCUMENT INFORMATION
    • 搜索结果使用编辑距离和文档信息排名
    • US20090259651A1
    • 2009-10-15
    • US12101951
    • 2008-04-11
    • Vladimir TankovichHang LiDmitriy MeyerzonJun Xu
    • Vladimir TankovichHang LiDmitriy MeyerzonJun Xu
    • G06F17/30
    • G06F17/2211G06F17/30864
    • Architecture for extracting document information from documents received as search results based on a query string, and computing an edit distance between the data string and the query string. The edit distance is employed in determining relevance of the document as part of result ranking by detecting near-matches of a whole query or part of the query. The edit distance evaluates how close the query string is to a given data stream that includes document information such as TAUC (title, anchor text, URL, clicks) information, etc. The architecture includes the index-time splitting of compound terms in the URL to allow the more effective discovery of query terms. Additionally, index-time filtering of anchor text is utilized to find the top N anchors of one or more of the document results. The TAUC information can be input to a neural network (e.g., 2-layer) to improve relevance metrics for ranking the search results.
    • 用于基于查询字符串从作为搜索结果接收的文档提取文档信息的结构,以及计算数据串和查询字符串之间的编辑距离。 编辑距离用于通过检测整个查询或部分查询的近似匹配来确定文档作为结果排名的一部分的相关性。 编辑距离评估查询字符串与包含诸如TAUC(标题,锚文本,URL,点击)信息等文档信息的给定数据流的距离。该体系结构包括索引时间分割URL中的复合术语 以便更有效地发现查询条款。 另外,使用锚文本的索引时间过滤来查找一个或多个文档结果的前N个锚点。 可以将TAUC信息输入到神经网络(例如,2层),以改进用于对搜索结果排序的相关性度量。