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51. 发明申请

US20080126411A1 DEMOGRAPHIC PREDICTION USING A SOCIAL LINK NETWORK 审中-公开
标题翻译：使用社会链接网络进行人脸预测
公开(公告)号：US20080126411A1
公开(公告)日：2008-05-29
申请号：US11535160
申请日：2006-09-26
申请人： Dong Zhuang , Benyu Zhang , Heng Zhang , Jeremy Tantrum , Teresa B. Mah , Hua-Jun Zeng , Zheng Chen , Jian Wang
发明人： Dong Zhuang , Benyu Zhang , Heng Zhang , Jeremy Tantrum , Teresa B. Mah , Hua-Jun Zeng , Zheng Chen , Jian Wang
IPC分类号： G06F7/00
CPC分类号： G06Q30/02 , G06Q10/04
摘要： A system, method, computer-readable media, and related techniques are disclosed for predicting demographic information of a user. A social link network is created and a search request for demographic information related to a first user within the social link network is received. The requested demographic information based on the demographic information of other users connected to the first user within the social link network is provided.
摘要翻译：公开了一种用于预测用户的人口统计信息的系统，方法，计算机可读介质和相关技术。创建社交链接网络，并且接收与社交链路网络内的第一用户相关的针对人口统计信息的搜索请求。提供了基于在社交网络中连接到第一用户的其他用户的人口统计信息的请求的人口统计信息。

52. 发明授权

US08090709B2 Representing queries and determining similarity based on an ARIMA model 失效
标题翻译：基于ARIMA模型表示查询和确定相似性
公开(公告)号：US08090709B2
公开(公告)日：2012-01-03
申请号：US11770307
申请日：2007-06-28
申请人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
发明人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
IPC分类号： G06F17/30
CPC分类号： G06Q30/02
摘要： Representing queries and determining similarity of queries based on an autoregressive integrated moving average (“ARIMA”) model is provided. A query analysis system represents each query by its ARIMA coefficients. The query analysis system may estimate the frequency information for a desired past or future interval based on frequency information for some initial intervals. The query analysis system may also determine the similarity of a pair of queries based on the similarity of their ARIMA coefficients. The query analysis system may use various metrics, such as a correlation metric, to determine the similarity of the ARIMA coefficients.
摘要翻译：提供了基于自回归综合移动平均（“ARIMA”）模型的查询和确定查询的相似性。查询分析系统通过其ARIMA系数表示每个查询。查询分析系统可以基于一些初始间隔的频率信息来估计期望的过去或将来间隔的频率信息。查询分析系统还可以基于它们的ARIMA系数的相似度来确定一对查询的相似性。查询分析系统可以使用诸如相关度量的各种度量来确定ARIMA系数的相似性。

53. 发明授权

US07685100B2 Forecasting search queries based on time dependencies 有权
标题翻译：基于时间依赖性预测搜索查询
公开(公告)号：US07685100B2
公开(公告)日：2010-03-23
申请号：US11770462
申请日：2007-06-28
申请人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
发明人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
IPC分类号： G06F17/30
CPC分类号： G06Q30/02
摘要： Techniques for analyzing and modeling the frequency of queries are provided by a query analysis system. A query analysis system analyzes frequencies of a query over time to determine whether the query is time-dependent or time-independent. The query analysis system forecasts the frequency of time-dependent queries based on their periodicities. The query analysis system forecasts the frequency of time-independent queries based on causal relationships with other queries. To forecast the frequency of time-independent queries, the query analysis system analyzes the frequency of a query over time to identify significant increases in the frequency, which are referred to as “query events” or “events.” The query analysis system forecasts frequencies of time-independent queries based on queries with events that tend to causally precede events of the query to be forecasted.
摘要翻译：用于分析和建模查询频率的技术由查询分析系统提供。查询分析系统分析查询的频率，以确定查询是时间依赖还是时间无关。查询分析系统根据其周期性预测与时间相关的查询的频率。查询分析系统根据与其他查询的因果关系预测与时间无关的查询的频率。为了预测时间无关查询的频率，查询分析系统随时间分析查询的频率，以识别频率的显着增加，这被称为“查询事件”或“事件”。查询分析系统预测频率基于具有事件倾向于在要预测的查询的事件之前的查询的与时间无关的查询。

54. 发明授权

US07529719B2 Document characterization using a tensor space model 失效
标题翻译：文档表征使用张量空间模型
公开(公告)号：US07529719B2
公开(公告)日：2009-05-05
申请号：US11378095
申请日：2006-03-17
申请人： Ning Liu , Benyu Zhang , Jun Yan , Zheng Chen , Hua-Jun Zeng , Jian Wang
发明人： Ning Liu , Benyu Zhang , Jun Yan , Zheng Chen , Hua-Jun Zeng , Jian Wang
IPC分类号： G06N5/00
CPC分类号： G06N5/02 , G06F17/30705
摘要： Computer-readable media having computer-executable instructions and apparatuses categorize documents or corpus of documents. A Tensor Space Model (TSM), which models the text by a higher-order tensor, represents a document or a corpus of documents. Supported by techniques of multilinear algebra, TSM provides a framework for analyzing the multifactor structures. TSM is further supported by operations and presented tools, such as the High-Order Singular Value Decomposition (HOSVD) for a reduction of the dimensions of the higher-order tensor. The dimensionally reduced tensor is compared with tensors that represent possible categories. Consequently, a category is selected for the document or corpus of documents. Experimental results on the dataset for 20 Newsgroups suggest that TSM is advantageous to a Vector Space Model (VSM) for text classification.
摘要翻译：具有计算机可执行指令和设备的计算机可读介质将文档或语料库分类。张量空间模型（TSM），其通过高阶张量对文本进行建模，表示文档或文档语料库。由多线代数技术支持，TSM为多因素结构分析提供了框架。 TSM还受到操作和提出的工具的支持，例如用于降低高阶张量尺寸的高阶奇异值分解（HOSVD）。将尺寸减小的张量与表示可能类别的张量进行比较。因此，文档或文档的语料库选择一个类别。 20个新闻组的数据集的实验结果表明，TSM对于文本分类的向量空间模型（VSM）是有利的。

55. 发明申请

US20090006294A1 IDENTIFICATION OF EVENTS OF SEARCH QUERIES 有权
标题翻译：识别搜索查询的事件
公开(公告)号：US20090006294A1
公开(公告)日：2009-01-01
申请号：US11770423
申请日：2007-06-28
申请人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
发明人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
IPC分类号： G06N5/00
CPC分类号： G06F17/30864 , G06Q30/02
摘要： Techniques for analyzing and modeling the frequency of queries are provided by a query analysis system. A query analysis system analyzes frequencies of a query over time to determine whether the query is time-dependent or time-independent. The query analysis system forecasts the frequency of time-dependent queries based on their periodicities. The query analysis system forecasts the frequency of time-independent queries based on causal relationships with other queries. To forecast the frequency of time-independent queries, the query analysis system analyzes the frequency of a query over time to identify significant increases in the frequency, which are referred to as “query events” or “events.” The query analysis system forecasts frequencies of time-independent queries based on queries with events that tend to causally precede events of the query to be forecasted.
摘要翻译：用于分析和建模查询频率的技术由查询分析系统提供。查询分析系统分析查询的频率，以确定查询是时间依赖还是时间无关。查询分析系统根据其周期性预测与时间相关的查询的频率。查询分析系统根据与其他查询的因果关系预测与时间无关的查询的频率。为了预测与时间无关的查询的频率，查询分析系统会随着时间的推移分析查询的频率，以确定频率的显着增加，这被称为“查询事件”或“事件”。查询分析系统基于具有事件倾向于在要预测的查询的事件之前的查询来预测与时间无关的查询的频率。

56. 发明授权

US08122049B2 Advertising service based on content and user log mining 有权
标题翻译：基于内容和用户日志挖掘的广告服务
公开(公告)号：US08122049B2
公开(公告)日：2012-02-21
申请号：US11378323
申请日：2006-03-20
申请人： Li Li , Tarek Najm , Ying Li , Zheng Chen , Hua-Jun Zeng , Ke Tang , Zhifeng Yang , FengPing Zeng , Xianfang Wang , Xiaofeng Dai , Benyu Zhang , Jian Wang
发明人： Li Li , Tarek Najm , Ying Li , Zheng Chen , Hua-Jun Zeng , Ke Tang , Zhifeng Yang , FengPing Zeng , Xianfang Wang , Xiaofeng Dai , Benyu Zhang , Jian Wang
IPC分类号： G06F7/00 , G06F17/30 , G06Q30/00
CPC分类号： G06Q30/0241 , G06F17/30867 , G06Q30/02 , G06Q30/0254
摘要： A system and method are disclosed for providing documents related to a search request. The search request may include a search query of one or more keywords, or the search request may be a demographic search query including one or more demographic attributes. An index containing data crawled from publisher's websites, demographic information of registered users, along with the search history of the registered users can be created. Once a search request is received, the search request can be compared to the information stored in the index, and one or more documents related to the request can be provided.
摘要翻译：公开了一种用于提供与搜索请求相关的文档的系统和方法。搜索请求可以包括一个或多个关键字的搜索查询，或者搜索请求可以是包括一个或多个人口统计属性的人口统计学搜索查询。可以创建包含从发布商网站爬取的数据，注册用户的人口统计信息以及注册用户的搜索记录的索引。一旦接收到搜索请求，可以将搜索请求与存储在索引中的信息进行比较，并且可以提供与该请求相关的一个或多个文档。

57. 发明授权

US07870132B2 Constructing web query hierarchies from click-through data 有权
标题翻译：从点击型数据构建Web查询层次结构
公开(公告)号：US07870132B2
公开(公告)日：2011-01-11
申请号：US12020574
申请日：2008-01-28
申请人： Weizhu Chen , Benyu Zhang , Zheng Chen , Jian Wang , Dou Shen
发明人： Weizhu Chen , Benyu Zhang , Zheng Chen , Jian Wang , Dou Shen
IPC分类号： G06F17/30
CPC分类号： G06F17/30864
摘要： The claimed subject matter is directed to constructing query hierarchies in response to a query request. To construct a query hierarchy, a list of related candidate queries is generated in response to the received query request. The list of related candidate queries is generated by determining the relative coverage of information shared by the candidate queries and the query request. Relationships between the submitted query request and the candidate queries in the list are determined based upon the extent of relative coverage of information shared by the candidate queries and the query request. A query hierarchy is then constructed to reflect the determined relationships between the query request and the candidate queries.
摘要翻译：所要求保护的主题涉及响应于查询请求构建查询层次结构。为了构建查询层次结构，响应于接收的查询请求生成相关候选查询的列表。通过确定候选查询和查询请求共享的信息的相对覆盖率来生成相关候选查询的列表。基于候选查询和查询请求共享的信息的相对覆盖范围确定列表中提交的查询请求与候选查询之间的关系。然后构建查询层次结构以反映所确定的查询请求和候选查询之间的关系。

58. 发明授权

US07861149B2 Key phrase navigation map for document navigation 失效
标题翻译：关键短语导航地图文件导航
公开(公告)号：US07861149B2
公开(公告)日：2010-12-28
申请号：US11372365
申请日：2006-03-09
申请人： Min Wang , Benyu Zhang , Hua-Jun Zeng , Jian Wang , Shiguang Liu , Zheng Chen
发明人： Min Wang , Benyu Zhang , Hua-Jun Zeng , Jian Wang , Shiguang Liu , Zheng Chen
IPC分类号： G06F3/048 , G06F17/30
CPC分类号： G06F17/30713 , G06F17/272 , G06F17/2775 , G06F17/30643 , Y10S707/92
摘要： Computer-readable media having computer-executable instructions and apparatuses provide a keyphrase navigation map (KNM) for a document page. Keyphrases are extracted from the document page. Keyphrase clusters are subsequently formed by a measure of relevancy, and a salient keyphrase is determined for each cluster. A thumbnail is formed with tags corresponding to the salient keyphrases. A selected tag is expanded with associated keyphrases. An associated keyphrase may be further selected in order to facilitate the navigation of the document page. The displayed tags on the thumbnail are positioned in accordance with locations of associated keyphrases in the document page.
摘要翻译：具有计算机可执行指令和装置的计算机可读介质为文档页面提供关键词导航映射（KNM）。从文档页面提取关键短语。随后通过相关性的量度形成关键词组，并且为每个簇确定显着的关键短语。使用与突出关键短语相对应的标签形成缩略图。所选标签用相关的关键短语展开。可以进一步选择相关联的关键短语，以便于文档页面的导航。缩略图上显示的标签根据文档页面中相关联的关键短语的位置进行定位。

59. 发明授权

US07693823B2 Forecasting time-dependent search queries 失效
标题翻译：预测与时间相关的搜索查询
公开(公告)号：US07693823B2
公开(公告)日：2010-04-06
申请号：US11770385
申请日：2007-06-28
申请人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
发明人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
IPC分类号： G06F17/30
CPC分类号： G06F17/30864 , G06Q30/02
摘要： Techniques for analyzing and modeling the frequency of queries are provided by a query analysis system. A query analysis system analyzes frequencies of a query over time to determine whether the query is time-dependent or time-independent. The query analysis system forecasts the frequency of time-dependent queries based on their periodicities. The query analysis system forecasts the frequency of time-independent queries based on causal relationships with other queries. To forecast the frequency of time-independent queries, the query analysis system analyzes the frequency of a query over time to identify significant increases in the frequency, which are referred to as “query events” or “events.” The query analysis system forecasts frequencies of time-independent queries based on queries with events that tend to causally precede events of the query to be forecasted.
摘要翻译：用于分析和建模查询频率的技术由查询分析系统提供。查询分析系统分析查询的频率，以确定查询是时间依赖还是时间无关。查询分析系统根据其周期性预测与时间相关的查询的频率。查询分析系统根据与其他查询的因果关系预测与时间无关的查询的频率。为了预测时间无关查询的频率，查询分析系统随时间分析查询的频率，以识别频率的显着增加，这被称为“查询事件”或“事件”。查询分析系统预测频率基于具有事件倾向于在要预测的查询的事件之前的查询的与时间无关的查询。

60. 发明授权

US07689622B2 Identification of events of search queries 有权
标题翻译：识别搜索查询的事件
公开(公告)号：US07689622B2
公开(公告)日：2010-03-30
申请号：US11770423
申请日：2007-06-28
申请人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
发明人： Ning Liu , Jun Yan , Benyu Zhang , Zheng Chen , Jian Wang
IPC分类号： G06F17/30
CPC分类号： G06F17/30864 , G06Q30/02
摘要： Techniques for analyzing and modeling the frequency of queries are provided by a query analysis system. A query analysis system analyzes frequencies of a query over time to determine whether the query is time-dependent or time-independent. The query analysis system forecasts the frequency of time-dependent queries based on their periodicities. The query analysis system forecasts the frequency of time-independent queries based on causal relationships with other queries. To forecast the frequency of time-independent queries, the query analysis system analyzes the frequency of a query over time to identify significant increases in the frequency, which are referred to as “query events” or “events.” The query analysis system forecasts frequencies of time-independent queries based on queries with events that tend to causally precede events of the query to be forecasted.
摘要翻译：用于分析和建模查询频率的技术由查询分析系统提供。查询分析系统分析查询的频率，以确定查询是时间依赖还是时间无关。查询分析系统根据其周期性预测与时间相关的查询的频率。查询分析系统根据与其他查询的因果关系预测与时间无关的查询的频率。为了预测时间无关查询的频率，查询分析系统随时间分析查询的频率，以识别频率的显着增加，这被称为“查询事件”或“事件”。查询分析系统预测频率基于具有事件倾向于在要预测的查询的事件之前的查询的与时间无关的查询。

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