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1. 发明申请

US20130246412A1 RANKING SEARCH RESULTS USING RESULT REPETITION 有权
标题翻译：使用结果重复排列搜索结果
公开(公告)号：US20130246412A1
公开(公告)日：2013-09-19
申请号：US13420591
申请日：2012-03-14
申请人： Milad Shokouhi , Ryen William White , Paul Nathan Bennett
发明人： Milad Shokouhi , Ryen William White , Paul Nathan Bennett
IPC分类号： G06F17/30
CPC分类号： G06F17/30867
摘要： Ranking search results using result repetition is described. In an embodiment, a set of results generated by a search engine is ranked or re-ranked based on whether any of the results were included in previous sets of results generated in response to earlier queries by the same user in one or more searching sessions. User behavior data, such as whether a user clicks on a result, skips a result or misses a result, is stored in real-time and the stored data is used in performing the ranking. In various examples, the ranking is performed using a machine-learning algorithm and various parameters, such as whether a result in a current set of results has previously been clicked, skipped or missed in the same session, are generated based on the user behavior data for the current session and input to the machine-learning algorithm.
摘要翻译：描述使用结果重复排列搜索结果。在一个实施例中，基于是否将任何结果包括在响应于同一用户在一个或多个搜索会话中的较早查询而生成的先前的结果集合中来对搜索引擎生成的一组结果进行排名或重新排序。实时存储用户行为数据，例如用户是否点击结果，跳过结果或丢失结果，并且存储的数据用于执行排名。在各种示例中，使用机器学习算法执行排名，并且基于用户行为数据生成各种参数，诸如是否先前在同一会话中点击，跳过或丢失了当前结果集中的结果为当前会话并输入到机器学习算法。

2. 发明授权

US09064016B2 Ranking search results using result repetition 有权
标题翻译：使用结果重复排列搜索结果
公开(公告)号：US09064016B2
公开(公告)日：2015-06-23
申请号：US13420591
申请日：2012-03-14
申请人： Milad Shokouhi , Ryen William White , Paul Nathan Bennett
发明人： Milad Shokouhi , Ryen William White , Paul Nathan Bennett
IPC分类号： G06F17/30
CPC分类号： G06F17/30867
摘要： Ranking search results using result repetition is described. In an embodiment, a set of results generated by a search engine is ranked or re-ranked based on whether any of the results were included in previous sets of results generated in response to earlier queries by the same user in one or more searching sessions. User behavior data, such as whether a user clicks on a result, skips a result or misses a result, is stored in real-time and the stored data is used in performing the ranking. In various examples, the ranking is performed using a machine-learning algorithm and various parameters, such as whether a result in a current set of results has previously been clicked, skipped or missed in the same session, are generated based on the user behavior data for the current session and input to the machine-learning algorithm.
摘要翻译：描述使用结果重复排列搜索结果。在一个实施例中，基于是否将任何结果包括在响应于同一用户在一个或多个搜索会话中的较早查询而生成的先前的结果集合中来对搜索引擎生成的一组结果进行排名或重新排序。实时存储用户行为数据，例如用户是否点击结果，跳过结果或丢失结果，并且存储的数据用于执行排名。在各种示例中，使用机器学习算法执行排名，并且基于用户行为数据生成各种参数，诸如是否先前在同一会话中点击，跳过或丢失了当前结果集中的结果为当前会话并输入到机器学习算法。

3. 发明申请

US20130138638A1 TEMPORAL VISUALIZATION OF QUERY RESULTS 有权
标题翻译：查询结果的时间可视化
公开(公告)号：US20130138638A1
公开(公告)日：2013-05-30
申请号：US13306111
申请日：2011-11-29
申请人： Kyriakos Karenos , Francesco Nidito , Milad Shokouhi , Igor Nitto
发明人： Kyriakos Karenos , Francesco Nidito , Milad Shokouhi , Igor Nitto
IPC分类号： G06F17/30
CPC分类号： G06F17/30696 , G06F17/30554
摘要： One or more techniques and/or systems are disclosed for constructing a temporal visualization of query results. That is, query results associated with temporal information, such as timestamps, may be used to create a temporal distribution (e.g., query results comprising images and image capture dates, web pages and web page creation dates, etc.). The temporal distribution may comprise a distribution of the query results over time (e.g., query results may be sorted and/or grouped based upon dates specified by the timestamps). A temporal visualization of the query results may be constructed using the temporal distribution. For example, query results may be assigned to date slots within the temporal visualization. The temporal visualization may illustrate a substantial number of query results (e.g., thousands) that may otherwise not be visually presentable at once. Zoom commands and/or hover commands may be processed to provide finer and/or coarser granularity of the query results.
摘要翻译：公开了用于构建查询结果的时间可视化的一个或多个技术和/或系统。也就是说，与时间信息（例如时间戳）相关联的查询结果可以用于创建时间分布（例如，包括图像和图像捕获日期，网页和网页创建日期等的查询结果）。时间分布可以包括随时间的查询结果的分布（例如，可以基于由时间戳指定的日期对查询结果进行排序和/或分组）。可以使用时间分布来构建查询结果的时间可视化。例如，可以将查询结果分配给时间可视化内的日期时隙。时间可视化可以示出可能不能立即视觉呈现的大量查询结果（例如，数千）。可以处理缩放命令和/或悬停命令以提供查询结果的更精细和/或更粗略的粒度。

4. 发明授权

US08515953B2 Temporal visualization of query results 有权
标题翻译：查询结果的时间可视化
公开(公告)号：US08515953B2
公开(公告)日：2013-08-20
申请号：US13306111
申请日：2011-11-29
申请人： Kyriakos Karenos , Francesco Nidito , Milad Shokouhi , Igor Nitto
发明人： Kyriakos Karenos , Francesco Nidito , Milad Shokouhi , Igor Nitto
IPC分类号： G06F17/30
CPC分类号： G06F17/30696 , G06F17/30554
摘要： One or more techniques and/or systems are disclosed for constructing a temporal visualization of query results. That is, query results associated with temporal information, such as timestamps, may be used to create a temporal distribution (e.g., query results comprising images and image capture dates, web pages and web page creation dates, etc.). The temporal distribution may comprise a distribution of the query results over time (e.g., query results may be sorted and/or grouped based upon dates specified by the timestamps). A temporal visualization of the query results may be constructed using the temporal distribution. For example, query results may be assigned to date slots within the temporal visualization. The temporal visualization may illustrate a substantial number of query results (e.g., thousands) that may otherwise not be visually presentable at once. Zoom commands and/or hover commands may be processed to provide finer and/or coarser granularity of the query results.
摘要翻译：公开了用于构建查询结果的时间可视化的一个或多个技术和/或系统。也就是说，与时间信息（例如时间戳）相关联的查询结果可以用于创建时间分布（例如，包括图像和图像捕获日期，网页和网页创建日期等的查询结果）。时间分布可以包括随时间的查询结果的分布（例如，可以基于由时间戳指定的日期对查询结果进行排序和/或分组）。可以使用时间分布来构建查询结果的时间可视化。例如，可以将查询结果分配给时间可视化内的日期时隙。时间可视化可以示出可能不能立即视觉呈现的大量查询结果（例如，数千）。可以处理缩放命令和/或悬停命令以提供查询结果的更精细和/或更粗略的粒度。

5. 发明申请

US20100306213A1 Merging Search Results 有权
标题翻译：合并搜索结果
公开(公告)号：US20100306213A1
公开(公告)日：2010-12-02
申请号：US12473158
申请日：2009-05-27
申请人： Michael J. Taylor , Filiip Radlinski , Milad Shokouhi
发明人： Michael J. Taylor , Filiip Radlinski , Milad Shokouhi
IPC分类号： G06F17/30
CPC分类号： G06F17/30867
摘要： Merging search results is required, for example, where an information retrieval system issues a query to multiple sources and obtains multiple results lists. In an embodiment a search engine at an Enterprise domain sends a query to the Enterprise search engine and also to a public Internet search engine. In embodiments, results lists obtained from different sources are merged using a merging model which is learnt using a machine learning process and updates when click-through data is observed for example. In examples, user information available in the Enterprise domain is used to influence the merging process to improve the relevance of results. In some examples, the user information is used for query modification. In an embodiment a user is able to impersonate a user of a specified group in order to promote particular results.
摘要翻译：需要合并搜索结果，例如，信息检索系统向多个源发出查询并获得多个结果列表。在一个实施例中，企业域的搜索引擎向Enterprise搜索引擎以及公共因特网搜索引擎发送查询。在实施例中，使用使用机器学习过程学习的合并模型来合并从不同来源获得的结果列表，并且例如在观察到点击数据时进行更新。在示例中，Enterprise域中可用的用户信息用于影响合并过程以提高结果的相关性。在一些示例中，用户信息用于查询修改。在一个实施例中，用户能够模拟指定组的用户以便促进特定结果。

6. 发明授权

US09495460B2 Merging search results 有权
标题翻译：合并搜索结果
公开(公告)号：US09495460B2
公开(公告)日：2016-11-15
申请号：US12473158
申请日：2009-05-27
申请人： Michael J. Taylor , Filiip Radlinski , Milad Shokouhi
发明人： Michael J. Taylor , Filiip Radlinski , Milad Shokouhi
IPC分类号： G06F17/30
CPC分类号： G06F17/30867
摘要： Merging search results is required, for example, where an information retrieval system issues a query to multiple sources and obtains multiple results lists. In an embodiment a search engine at an Enterprise domain sends a query to the Enterprise search engine and also to a public Internet search engine. In embodiments, results lists obtained from different sources are merged using a merging model which is learnt using a machine learning process and updates when click-through data is observed for example. In examples, user information available in the Enterprise domain is used to influence the merging process to improve the relevance of results. In some examples, the user information is used for query modification. In an embodiment a user is able to impersonate a user of a specified group in order to promote particular results.
摘要翻译：需要合并搜索结果，例如，信息检索系统向多个源发出查询并获得多个结果列表。在一个实施例中，企业域的搜索引擎向Enterprise搜索引擎以及公共因特网搜索引擎发送查询。在实施例中，使用使用机器学习过程学习的合并模型来合并从不同来源获得的结果列表，并且例如在观察到点击数据时进行更新。在示例中，Enterprise域中可用的用户信息用于影响合并过程以提高结果的相关性。在一些示例中，用户信息用于查询修改。在一个实施例中，用户能够模拟指定组的用户以便促进特定结果。

7. 发明授权

US08150841B2 Detecting spiking queries 有权
标题翻译：检测加标查询
公开(公告)号：US08150841B2
公开(公告)日：2012-04-03
申请号：US12690184
申请日：2010-01-20
申请人： Christopher Avery Meyers , Gopi Prashanth Gopal , Andrew Peter Oakley , Nitin Agrawal , Nicholas Eric Craswell , Milad Shokouhi , Derrick Leslie Connell , Sanaz Ahari , Neil Bruce Sharman , Gaurav Sareen , Hugh Evan Williams , Jay Kumar Goyal
发明人： Christopher Avery Meyers , Gopi Prashanth Gopal , Andrew Peter Oakley , Nitin Agrawal , Nicholas Eric Craswell , Milad Shokouhi , Derrick Leslie Connell , Sanaz Ahari , Neil Bruce Sharman , Gaurav Sareen , Hugh Evan Williams , Jay Kumar Goyal
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06F17/30448 , G06Q30/0254
摘要： Methods, systems, and media are provided for identifying and clustering queries that are rising in popularity. Resultant clustered queries can be compared to other stored queries using textual and temporal correlations. Fresh indices containing information and results from recently crawled content sources are searched to obtain the most recent query activity. Historical indices are also searched to obtain temporally correlated information and results that match the clustered query stream. A weighted average acceleration of a spike can be calculated to distinguish between a legitimate spike and a non-legitimate spike. Legitimate clusters are combined with other stored clusters and presented as grouped content results to a user output device.
摘要翻译：提供了方法，系统和媒体，用于识别和聚集正在日益普及的查询。可以使用文本和时间相关性将所产生的聚类查询与其他存储的查询进行比较。搜索包含最近爬取的内容源的信息和结果的新索引以获取最近的查询活动。还搜索历史索引以获得与聚集查询流匹配的时间相关信息和结果。可以计算穗的加权平均加速度，以区分合法穗和非合法穗。合法集群与其他存储的集群组合，并以分组的内容结果呈现给用户输出设备。

8. 发明授权

US09158846B2 Entity detection and extraction for entity cards 有权
标题翻译：实体卡的实体检测和提取
公开(公告)号：US09158846B2
公开(公告)日：2015-10-13
申请号：US12813390
申请日：2010-06-10
申请人： Filip Radlinski , Nick Craswell , Bodo Billerbeck , Milad Shokouhi , Sanaz Ahari , Nitin Agrawal , Timothy Hoad , Song Zhou , Muhammad Aatif Awan
发明人： Filip Radlinski , Nick Craswell , Bodo Billerbeck , Milad Shokouhi , Sanaz Ahari , Nitin Agrawal , Timothy Hoad , Song Zhou , Muhammad Aatif Awan
IPC分类号： G06F17/00 , G06F17/30
CPC分类号： G06F17/3053 , G06F17/30477 , G06F17/30554 , G06F17/30864 , G06F17/30867
摘要： A system and method are provided for detecting entity information contained within search results. The detected entity information can be used to determine a category of entity as well as a specific entity within the search results. Entity information can be extracted from the documents associated with the search results. This information can be used as part of the information for an entity card, which can be displayed to a user in conjunction with and/or in place of the search results.
摘要翻译：提供了一种用于检测搜索结果中包含的实体信息的系统和方法。检测到的实体信息可用于确定搜索结果内的实体类别以及特定实体。可以从与搜索结果相关联的文档中提取实体信息。该信息可以用作实体卡的信息的一部分，其可以结合使用和/或代替搜索结果显示给用户。

9. 发明申请

US20110218946A1 PRESENTING CONTENT ITEMS USING TOPICAL RELEVANCE AND TRENDING POPULARITY 审中-公开
标题翻译：使用主题相关性和趋势性质呈现内容项目
公开(公告)号：US20110218946A1
公开(公告)日：2011-09-08
申请号：US12717109
申请日：2010-03-03
申请人： David Stern , Ralf Herbrich , Milad Shokouhi , Thore Kurt Hartwig Graepel
发明人： David Stern , Ralf Herbrich , Milad Shokouhi , Thore Kurt Hartwig Graepel
IPC分类号： G06F17/30 , G06F15/18
CPC分类号： H04L12/1859 , G06F16/5866 , G06N20/00 , G06Q30/02 , G06Q50/01
摘要： A user may request a presentation of a content item set, such as a social network comprising a set of status messages or an image database comprising a set of images. However, the volume and diversity of content items of the content item set may reduce the interest of the user in the presented content items. The potential interest of the user in the presented content items may be improved by selecting content items that are associated with one or more topics of potential interest to the user, and having a positive trending popularity among users of the content item set. Moreover, the interaction of the user with a presented content item may be monitored and used to determine the interest of the user in the topics associated with the presented content item and the popularity of the content item.
摘要翻译：用户可以请求内容项目集的呈现，诸如包括一组状态消息的社交网络或包括一组图像的图像数据库。然而，内容项目集的内容项目的数量和多样性可能降低用户在所呈现的内容项中的兴趣。可以通过选择与用户潜在兴趣的一个或多个主题相关联的内容项，并且在内容项集合的用户中具有积极的趋势流行度来改善用户对所呈现的内容项目的潜在兴趣。此外，可以监视用户与所呈现的内容项目的交互并用于确定用户在与所呈现的内容项目相关联的主题以及内容项目的受欢迎程度中的兴趣。

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