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    • 6. 发明授权
    • Collaborative filtering
    • 协同过滤
    • US08407226B1
    • 2013-03-26
    • US13039173
    • 2011-03-02
    • Abhinandan S. DasAshutosh GargMayur Datar
    • Abhinandan S. DasAshutosh GargMayur Datar
    • G06F7/00G06F17/30
    • G06F17/30867
    • Systems, methods, and apparatus, including computer program products, for collaborative filtering are provided. In one implementation, a computer-implemented method is provided. The method includes receiving a shard of data representing a subset of a set of entities and a subset of a set of items, generating an iteration of a maximum likelihood estimate of a probability distribution model of a relationship between the set of entities and the set of items, the probability distribution model comprising a probability distribution of the set of items with respect to latent variables and a probability distribution of the latent variables with respect to the set of users, and generating statistics from results from the generating step which are passed to different shards for use in a next iteration of the maximum likelihood estimate.
    • 提供了用于协同过滤的系统,方法和装置,包括计算机程序产品。 在一个实现中,提供了计算机实现的方法。 该方法包括:接收表示一组实体的子集的数据的碎片,以及一组项目的子集,生成一组实体之间的关系的概率分布模型的最大似然估计的迭代, 项目,概率分布模型包括相对于潜在变量的项目集合的概率分布以及潜在变量相对于用户集合的概率分布,以及从生成步骤的结果生成统计信息,该统计信息被传递给不同的 碎片用于最大似然估计的下一次迭代。
    • 7. 发明授权
    • Session-based dynamic search snippets
    • 基于会话的动态搜索片段
    • US08145630B1
    • 2012-03-27
    • US11966613
    • 2007-12-28
    • Ashutosh GargKedar Dhamdhere
    • Ashutosh GargKedar Dhamdhere
    • G06F7/00G06F17/30
    • G06F17/30696
    • A first set of search results responsive to a first query during a search session is identified. A snippet is identified for each search result related to the first query. The snippet can be selected based on the location the search tokens from the query in the search result. A second set of search results responsive to a second query during a search session is identified. Repetitive search results can be identified. A second snippet for the repetitive search result is identified. The second snippet can be selected based on the location of the second search tokens in the repetitive search result and the content of the first snippet.
    • 识别在搜索会话期间响应于第一查询的第一组搜索结果。 为与第一个查询相关的每个搜索结果标识一个代码段。 可以根据搜索结果中查询中搜索令牌的位置来选择该片段。 识别在搜索会话期间响应于第二查询的第二组搜索结果。 可以确定重复的搜索结果。 识别重复搜索结果的第二个片段。 可以基于重复搜索结果中的第二搜索令牌的位置和第一片段的内容来选择第二片段。
    • 8. 发明授权
    • Presenting a diversity of recommendations
    • 提出各种建议
    • US08065254B1
    • 2011-11-22
    • US12033540
    • 2008-02-19
    • Abhinandan S. DasAshutosh GargMayur Datar
    • Abhinandan S. DasAshutosh GargMayur Datar
    • G06F17/00G06N5/02
    • G06F17/30864
    • Methods, systems and apparatus, including computer program products, for providing a diversity of recommendations. According to one method, results are identified so as to increase the likelihood that at least one result will be of interest to a user. Following the identification of a first result, second and later results are identified based on an assumption that the previously identified results are not of interest to the user. The identification of diverse results can be based on formulas that approximate the probability or provide a likelihood score of a user selecting a given result, where a measured similarity between a given object and previously identified results tends to decrease the calculated probability approximation or likelihood score for that object.
    • 方法,系统和设备,包括计算机程序产品,用于提供多种建议。 根据一种方法,识别结果以便增加至少一个结果对用户感兴趣的可能性。 在识别出第一结果之后,基于以前认为的结果对用户不感兴趣的假设来识别第二和后续结果。 不同结果的识别可以基于近似概率或提供用户选择给定结果的似然分数的公式,其中给定对象和先前识别的结果之间的测量相似度倾向于降低计算的概率近似或似然分数 那个对象。
    • 9. 发明申请
    • SERVER-SIDE MATCH
    • 服务器端匹配
    • US20110276558A1
    • 2011-11-10
    • US13179705
    • 2011-07-11
    • Ashutosh GargMayur Datar
    • Ashutosh GargMayur Datar
    • G06F17/30
    • G06F16/24534
    • Systems and techniques for converting numeric queries into substantially equivalent textual queries are described. In general, the systems and techniques discussed use search query logs to accurately select a most probably mapping for a numeric-to-text conversion. This mapping can occur when a system (e.g., a server-side search system) receives a series of numeric inputs (e.g., from a cell phone keypad) that may correspond to more than one word. For example, a search server may receive input 22737, which corresponds to both the words ACRES and CASES, as part of a query. The server uses current entries in query logs to create mappings for words from the numeric input. If recent queries indicate that the term ACRES is currently more popular than the term CASES, the mapping may match the entry 22737 to the text ACRES.
    • 描述将数字查询转换成大致相等的文本查询的系统和技术。 一般来说,所讨论的系统和技术使用搜索查询日志准确地选择数字到文本转换的最可能的映射。 当系统(例如,服务器端搜索系统)接收到可能对应于多于一个字的一系列数字输入(例如,来自手机键盘)时,可以发生该映射。 例如,作为查询的一部分,搜索服务器可以接收对应于词汇ACRES和CASES的输入22737。 服务器使用查询日志中的当前条目为数字输入中的单词创建映射。 如果最近的查询表明术语ACRES目前比术语CASES更受欢迎,则该映射可以将条目22737与文本ACRES匹配。