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    • 1. 发明授权
    • Classifying text into hierarchical categories
    • 将文本分类为分层类别
    • US08725732B1
    • 2014-05-13
    • US13426974
    • 2012-03-22
    • Glen M. JehBeverly Yang
    • Glen M. JehBeverly Yang
    • G06F17/30
    • G06F17/30707
    • Systems, methods and program products for classifying text. A system classifies text into first subject matter categories. The system identifies one or more second subject matter categories in a collection of second subject matter categories, each of the second categories is a hierarchical classification of a collection of confirmed valid search results for queries, in which at least one query for each identified second category includes a term in the text. The system filters the identified categories by excluding identified categories whose ancestors are not among the first categories. The system selects categories from the filtered categories based on one or more thresholds in which a threshold specifies a degree of relatedness between a selected category and the text. The selected categories are a sufficient basis for recommending content to a user, the content being associated with one or more of the selected categories.
    • 用于分类文本的系统,方法和程序产品。 系统将文本分类为第一主题类别。 系统识别第二主题类别的集合中的一个或多个第二主题类别,第二类别中的每一个是用于查询的确认的有效搜索结果的集合的分级分类,其中针对每个识别的第二类别进行至少一个查询 在文本中包含一个术语。 系统通过排除其祖先不在第一类别中的已识别类别来过滤所识别的类别。 该系统基于一个或多个阈值来选择来自过滤的类别的类别,其中阈值指定所选类别和文本之间的相关程度。 所选择的类别是向用户推荐内容的充分基础,内容与所选择的一个或多个类别相关联。
    • 2. 发明授权
    • Anticipated query generation and processing in a search engine
    • 搜索引擎中预期的查询生成和处理
    • US08156109B2
    • 2012-04-10
    • US12916330
    • 2010-10-29
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • G06F7/00
    • G06F17/30646G06F17/3064
    • A search system monitors the input of a search query by a user. Before the user finishes entering the search query, the search system identifies and sends a portion of the query as a partial query to the search engine. Based on the partial query, the search engine creates a set of predicted queries. This process may take into account prior queries submitted by a community of users, and may take into account a user profile. The predicted queries are be sent back to the user for possible selection. The search system may also cache search results corresponding to one or more of the predicted queries in anticipation of the user selecting one of the predicted queries. The search engine may also return at least a portion of the search results corresponding to one or more of the predicted queries.
    • 搜索系统监视用户对搜索查询的输入。 在用户完成输入搜索查询之前,搜索系统将查询的一部分作为部分查询识别并发送到搜索引擎。 基于部分查询,搜索引擎创建一组预测查询。 此过程可能会考虑用户社区提交的先前查询,并可能会考虑用户个人资料。 预测的查询将被发送回用户以进行可能的选择。 搜索系统还可以缓存对应于一个或多个预测查询的搜索结果,预期用户选择预测查询之一。 搜索引擎还可以返回对应于一个或多个预测查询的搜索结果的至少一部分。
    • 4. 发明授权
    • Predicted query generation from partial search query input
    • 部分搜索查询输入的预测查询生成
    • US09245004B1
    • 2016-01-26
    • US13402840
    • 2012-02-22
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • G06F17/30
    • G06F17/30646G06F17/3064
    • A search system monitors the input of a search query by a user. Before the user finishes entering the search query, the search system identifies and sends a portion of the query as a partial query to the search engine. Based on the partial query, the search engine creates a set of predicted queries. This process may take into account prior queries submitted by a community of users, and may take into account a user profile. The predicted queries are to be sent back to the user for possible selection. The search system may also cache search results corresponding to one or more of the predicted queries in anticipation of the user selecting one of the predicted queries. The search engine may also return at least a portion of the search results corresponding to one or more of the predicted queries.
    • 搜索系统监视用户对搜索查询的输入。 在用户完成输入搜索查询之前,搜索系统将查询的一部分作为部分查询识别并发送到搜索引擎。 基于部分查询,搜索引擎创建一组预测查询。 此过程可能会考虑用户社区提交的先前查询,并可能会考虑用户个人资料。 预测的查询将被发送回用户以进行可能的选择。 搜索系统还可以缓存对应于一个或多个预测查询的搜索结果,预期用户选择预测查询之一。 搜索引擎还可以返回对应于一个或多个预测查询的搜索结果的至少一部分。
    • 6. 发明申请
    • Method for Detecting Link Spam in Hyperlinked Databases
    • 超链接数据库中链接垃圾邮件检测方法
    • US20110270890A1
    • 2011-11-03
    • US13149806
    • 2011-05-31
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • G06F17/30
    • G06F17/30864G06F17/30613G06F17/30887Y10S707/99936Y10S707/99945Y10S707/99948
    • A computer-implemented method identifies nodes that are beneficiaries of node importance inflating links in a directed graph of linked nodes. The directed graph of linked nodes corresponds to a linked database, and the nodes correspond to documents within the linked database. The method is performed by a computer system including one or more processors and memory storing one or more programs, the one or more processors executing the one or more programs to perform the method. The method includes computing, for each of at least a subset of the nodes in the directed graph, a respective quantity corresponding to a mathematical derivative of a node importance function, and performing a remedial action on a respective node in the directed graph in accordance with the respective computed quantity computed for the respective node.
    • 计算机实现的方法识别在链接节点的有向图中节点重要性充气链路的受益者的节点。 链接节点的有向图对应于链接的数据库,并且节点对应于链接数据库内的文档。 该方法由包括一个或多个处理器的计算机系统和存储一个或多个程序的存储器执行,所述一个或多个处理器执行一个或多个程序以执行该方法。 该方法包括针对有向图中的节点的至少一个子集中的每一个计算对应于节点重要性函数的数学导数的相应数量,并根据有向图对相关节点执行补救动作 针对相应节点计算的相应计算量。
    • 7. 发明申请
    • Anticipated Query Generation and Processing in a Search Engine
    • 搜索引擎中预期的查询生成和处理
    • US20110047120A1
    • 2011-02-24
    • US12916330
    • 2010-10-29
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • Sepandar D. KamvarTaher H. HaveliwalaGlen M. Jeh
    • G06N5/02
    • G06F17/30646G06F17/3064
    • A search system monitors the input of a search query by a user. Before the user finishes entering the search query, the search system identifies and sends a portion of the query as a partial query to the search engine. Based on the partial query, the search engine creates a set of predicted queries. This process may take into account prior queries submitted by a community of users, and may take into account a user profile. The predicted queries are be sent back to the user for possible selection. The search system may also cache search results corresponding to one or more of the predicted queries in anticipation of the user selecting one of the predicted queries. The search engine may also return at least a portion of the search results corresponding to one or more of the predicted queries.
    • 搜索系统监视用户对搜索查询的输入。 在用户完成输入搜索查询之前,搜索系统将查询的一部分作为部分查询识别并发送到搜索引擎。 基于部分查询,搜索引擎创建一组预测查询。 此过程可能会考虑用户社区提交的先前查询,并可能会考虑用户个人资料。 预测的查询将被发送回用户以进行可能的选择。 搜索系统还可以缓存对应于一个或多个预测查询的搜索结果,预期用户选择预测查询之一。 搜索引擎还可以返回对应于一个或多个预测查询的搜索结果的至少一部分。