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1. 发明授权

US08250008B1 Decision tree refinement 失效
标题翻译：决策树细化
公开(公告)号：US08250008B1
公开(公告)日：2012-08-21
申请号：US12564452
申请日：2009-09-22
申请人： Zhen Cao , Naval Verma
发明人： Zhen Cao , Naval Verma
IPC分类号： G01F15/00 , G01F1/00
CPC分类号： G06Q30/02
摘要： A model refinement system refines initial split rules that define an initial decision tree to generate final split-rules. The model refinement refines the initial split rules by removing clauses that are satisfied by match scores that are less than a threshold match score to generate initial trimmed rules. Using the initial trimmed rules, the model refinement system classifies an initial training set and filters the initial training set to remove negative training pairs that are classified as duplicate pairs resulting in a filtered training set. An intermediate decision tree defined by intermediate split-rules is generated based on the filtered training set. Final split-rules are generated based on the intermediate split rules and input pairs of data records are classified as duplicate pairs based on attribute values of the input pairs and the final split-rules.
摘要翻译：模型细化系统精炼初始分割规则，定义初始决策树以生成最终分裂规则。模型细化通过删除小于阈值匹配分数的匹配分数满足的条款来生成初始修剪规则来优化初始拆分规则。使用初始修剪规则，模型细化系统对初始训练集进行分类，并对初始训练集进行过滤，以去除被归类为重复对的负训练对，从而产生过滤训练集。基于过滤的训练集生成由中间分裂规则定义的中间决策树。基于中间拆分规则生成最终拆分规则，并且基于输入对和最终拆分规则的属性值将数据记录的输入对分类为重复对。

2. 发明授权

US07987185B1 Ranking custom search results 有权
标题翻译：排名自定义搜索结果
公开(公告)号：US07987185B1
公开(公告)日：2011-07-26
申请号：US11618321
申请日：2006-12-29
申请人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
发明人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
IPC分类号： G06F17/00
CPC分类号： G06F17/30867 , G06F17/30312 , G06F17/30864
摘要： A system searches a first search index based on a search query to obtain first search results and searches a second search index based on the search query to obtain second search results. The system further ranks the first search results using a first ranking algorithm and one or more first ranking parameters to produce ranked first search results, and ranks the second search results using a second ranking algorithm and one or more second ranking parameters to produce second search results, where the one or more first ranking parameters are different than the one or more second ranking parameters and where the one or more second ranking parameters include at least one of previous user feedback associated with custom content that corresponds to the second search index, annotations of the custom content provided by a user, or usage patterns associated with users previously accessing and searching the custom content. The system also provides the ranked first and second search results to a user.
摘要翻译：系统基于搜索查询搜索第一搜索索引以获得第一搜索结果，并且基于搜索查询搜索第二搜索索引以获得第二搜索结果。该系统使用第一排序算法和一个或多个第一等级参数进一步排列第一搜索结果以产生排名第一搜索结果，并且使用第二排序算法和一个或多个第二排名参数来排列第二搜索结果以产生第二搜索结果，其中所述一个或多个第一排名参数不同于所述一个或多个第二排名参数，并且其中所述一个或多个第二排名参数包括与对应于所述第二搜索索引的自定义内容相关联的先前用户反馈中的至少一个，用户提供的自定义内容或与之前访问和搜索自定义内容的用户相关联的使用模式。该系统还向用户提供排名第一和第二搜索结果。

3. 发明授权

US08930359B1 Ranking custom search results 有权
标题翻译：排名自定义搜索结果
公开(公告)号：US08930359B1
公开(公告)日：2015-01-06
申请号：US13174405
申请日：2011-06-30
申请人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
发明人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
IPC分类号： G06F17/30
CPC分类号： G06F17/30867 , G06F17/30312 , G06F17/30864
摘要： A system searches a first search index based on a search query to obtain first search results and searches a second search index based on the search query to obtain second search results. The system further ranks the first search results using a first ranking algorithm and one or more first ranking parameters to produce ranked first search results, and ranks the second search results using a second ranking algorithm and one or more second ranking parameters to produce second search results, where the one or more first ranking parameters are different than the one or more second ranking parameters and where the one or more second ranking parameters include at least one of previous user feedback associated with custom content that corresponds to the second search index, annotations of the custom content provided by a user, or usage patterns associated with users previously accessing and searching the custom content. The system also provides the ranked first and second search results to a user.
摘要翻译：系统基于搜索查询搜索第一搜索索引以获得第一搜索结果，并且基于搜索查询搜索第二搜索索引以获得第二搜索结果。该系统使用第一排序算法和一个或多个第一等级参数进一步排列第一搜索结果以产生排名第一搜索结果，并且使用第二排序算法和一个或多个第二排名参数来排列第二搜索结果以产生第二搜索结果，其中所述一个或多个第一排名参数不同于所述一个或多个第二排名参数，并且其中所述一个或多个第二排名参数包括与对应于所述第二搜索索引的自定义内容相关联的先前用户反馈中的至少一个，用户提供的自定义内容或与之前访问和搜索自定义内容的用户相关联的使用模式。该系统还向用户提供排名第一和第二搜索结果。

4. 发明授权

US08082242B1 Custom search 有权
标题翻译：自定义搜索
公开(公告)号：US08082242B1
公开(公告)日：2011-12-20
申请号：US11618461
申请日：2006-12-29
申请人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
发明人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06F17/30884 , G06F17/30699 , G06F17/30867
摘要： A system may receive selection of one or more of a set of custom content groups, where each of the custom content groups is associated with a custom search index that is different from a web search index and a custom search index associated with another one of the custom content groups. The system may receive a search query from a user, perform a search of the web search index based on the search query to identify web search results, perform a search of one or more custom search indexes associated with the selected one or more the custom content groups to identify custom search results, generate a search result document that includes the web search results and the custom search results; and provide the search result document.
摘要翻译：系统可以接收一组自定义内容组中的一个或多个的选择，其中每个自定义内容组与不同于web搜索索引的自定义搜索索引和与另一个自定义内容组相关联的自定义搜索索引相关联自定义内容组。系统可以从用户接收搜索查询，基于搜索查询来执行对网络搜索索引的搜索以识别网络搜索结果，执行与所选择的一个或多个自定义内容相关联的一个或多个自定义搜索索引的搜索组以识别自定义搜索结果，生成包含网络搜索结果和自定义搜索结果的搜索结果文档; 并提供搜索结果文档。

5. 发明授权

US07725421B1 Duplicate account identification and scoring 有权
标题翻译：重复的帐户识别和记分
公开(公告)号：US07725421B1
公开(公告)日：2010-05-25
申请号：US11460061
申请日：2006-07-26
申请人： Joel Gedalius , Brian Sinay , Naval Verma , Julian Wong
发明人： Joel Gedalius , Brian Sinay , Naval Verma , Julian Wong
IPC分类号： G06F17/00
CPC分类号： G06Q40/02 , G06Q10/107 , Y10S707/99932
摘要： A system matches accounts based on attributes of the accounts, and scores the matched account pairs based on a probability of the matched accounts being duplicate accounts. The system can utilize the matched and scored account pairs to determine duplicate accounts, and terminate at least one of the accounts in a duplicate account pair.
摘要翻译：系统会根据帐户的属性来匹配帐户，并根据匹配帐户是重复帐户的概率对匹配的帐户对进行分数。该系统可以使用匹配和得分的帐户对来确定重复的帐户，并且终止至少一个帐户中的一个帐户。

6. 发明授权

US08417654B1 Decision tree refinement 有权
标题翻译：决策树细化
公开(公告)号：US08417654B1
公开(公告)日：2013-04-09
申请号：US13551779
申请日：2012-07-18
申请人： Zhen Cao , Naval Verma
发明人： Zhen Cao , Naval Verma
IPC分类号： G06F15/18 , G06E1/00
CPC分类号： G06Q30/02
摘要： A model refinement system refines initial split rules that define an initial decision tree to generate final split-rules. The model refinement refines the initial split rules by removing clauses that are satisfied by match scores that are less than a threshold match score to generate initial trimmed rules. Using the initial trimmed rules, the model refinement system classifies an initial training set and filters the initial training set to remove negative training pairs that are classified as duplicate pairs resulting in a filtered training set. An intermediate decision tree defined by intermediate split-rules is generated based on the filtered training set. Final split-rules are generated based on the intermediate split rules and input pairs of data records are classified as duplicate pairs based on attribute values of the input pairs and the final split-rules.
摘要翻译：模型细化系统精炼初始分割规则，定义初始决策树以生成最终分裂规则。模型细化通过删除小于阈值匹配分数的匹配分数满足的条款来生成初始修剪规则来优化初始拆分规则。使用初始修剪规则，模型细化系统对初始训练集进行分类，并对初始训练集进行过滤，以去除被归类为重复对的负训练对，从而产生过滤训练集。基于过滤的训练集生成由中间分裂规则定义的中间决策树。基于中间拆分规则生成最终拆分规则，并且基于输入对和最终拆分规则的属性值将数据记录的输入对分类为重复对。

7. 发明授权

US09569550B1 Custom search index 有权
标题翻译：自定义搜索索引
公开(公告)号：US09569550B1
公开(公告)日：2017-02-14
申请号：US13617004
申请日：2012-09-14
申请人： Johnny Chen , Naval Verma , Clarence Christopher Mysen
发明人： Johnny Chen , Naval Verma , Clarence Christopher Mysen
IPC分类号： G06F17/30
CPC分类号： G06F17/3087 , G06F17/30864 , G06F17/30867
摘要： A system includes an application programming interface, an indexer, a security unit and at least one search engine. The application programming interface uploads user-selected custom content from a first user. The indexer indexes the custom content to produce a first search index. The security unit authenticates a user and the at least one search engine receives a search query from the user, searches the first search index based on the search query, and searches a second search index based on the search query and based on results of the user authentication, where the second search index is different than the first search index.
摘要翻译：系统包括应用编程接口，索引器，安全单元和至少一个搜索引擎。应用程序编程接口从第一个用户上传用户选择的自定义内容。索引器索引自定义内容以生成第一个搜索索引。安全单元认证用户，并且至少一个搜索引擎从用户接收搜索查询，基于搜索查询搜索第一搜索索引，并且基于搜索查询搜索第二搜索索引并且基于用户的结果认证，其中第二搜索索引不同于第一搜索索引。

8. 发明授权

US08442994B1 Custom search index data security 有权
标题翻译：自定义搜索索引数据安全
公开(公告)号：US08442994B1
公开(公告)日：2013-05-14
申请号：US12209996
申请日：2008-09-12
申请人： Johnny Chen , Naval Verma , Clarence Christopher Mysen
发明人： Johnny Chen , Naval Verma , Clarence Christopher Mysen
IPC分类号： G06F17/30
CPC分类号： G06F17/30864
摘要： A system includes a server to store content and a content searching system. The content search system includes an application programming interface to receive user-selected metadata uploaded from a first user, where the metadata includes data that describes content stored at a server. The content searching system further includes an indexer to index the metadata to produce a metadata search index, a search engine to search the metadata search index based on a search query received from a user to produce metadata search results, and a delivery engine to send the metadata search results, and a link to the remote server, to the user to permit the user to access the content stored at the remote server.
摘要翻译：系统包括存储内容的服务器和内容搜索系统。内容搜索系统包括用于接收从第一用户上传的用户选择的元数据的应用程序编程接口，其中元数据包括描述存储在服务器中的内容的数据。内容搜索系统还包括索引器，用于索引元数据以产生元数据搜索索引，搜索引擎基于从用户接收的搜索查询来搜索元数据搜索索引以产生元数据搜索结果，以及发送引擎元数据搜索结果以及到远程服务器的链接，以允许用户访问存储在远程服务器上的内容。

9. 发明授权

US07725453B1 Custom search index 有权
标题翻译：自定义搜索索引
公开(公告)号：US07725453B1
公开(公告)日：2010-05-25
申请号：US11618327
申请日：2006-12-29
申请人： Johnny Chen , Naval Verma , Clarence Christopher Mysen
发明人： Johnny Chen , Naval Verma , Clarence Christopher Mysen
IPC分类号： G06F19/00
CPC分类号： G06F17/3087 , G06F17/30864 , G06F17/30867
摘要： A system includes an application programming interface, an indexer, a security unit and at least one search engine. The application programming interface uploads user-selected custom content from a first user. The indexer indexes the custom content to produce a first search index. The security unit authenticates a user and the at least one search engine receives a search query from the user, searches the first search index based on the search query, and searches a second search index based on the search query and based on results of the user authentication, where the second search index is different than the first search index.
摘要翻译：系统包括应用编程接口，索引器，安全单元和至少一个搜索引擎。应用程序编程接口从第一个用户上传用户选择的自定义内容。索引器索引自定义内容以生成第一个搜索索引。安全单元认证用户，并且至少一个搜索引擎从用户接收搜索查询，基于搜索查询搜索第一搜索索引，并且基于搜索查询搜索第二搜索索引并且基于用户的结果认证，其中第二搜索索引不同于第一搜索索引。

10. 发明授权

US08849817B1 Ranking custom search results 有权
标题翻译：排名自定义搜索结果
公开(公告)号：US08849817B1
公开(公告)日：2014-09-30
申请号：US13174442
申请日：2011-06-30
申请人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
发明人： Clarence Christopher Mysen , Naval Verma , Johnny Chen
IPC分类号： G06F17/30
CPC分类号： G06F17/30867 , G06F17/30312 , G06F17/30864
摘要： A system searches a first search index based on a search query to obtain first search results and searches a second search index based on the search query to obtain second search results. The system further ranks the first search results using a first ranking algorithm and one or more first ranking parameters to produce ranked first search results, and ranks the second search results using a second ranking algorithm and one or more second ranking parameters to produce second search results, where the one or more first ranking parameters are different than the one or more second ranking parameters and where the one or more second ranking parameters include at least one of previous user feedback associated with custom content that corresponds to the second search index, annotations of the custom content provided by a user, or usage patterns associated with users previously accessing and searching the custom content. The system also provides the ranked first and second search results to a user.
摘要翻译：系统基于搜索查询搜索第一搜索索引以获得第一搜索结果，并且基于搜索查询搜索第二搜索索引以获得第二搜索结果。该系统使用第一排序算法和一个或多个第一等级参数进一步排列第一搜索结果以产生排名第一搜索结果，并且使用第二排序算法和一个或多个第二排名参数来排列第二搜索结果以产生第二搜索结果，其中所述一个或多个第一排名参数不同于所述一个或多个第二排名参数，并且其中所述一个或多个第二排名参数包括与对应于所述第二搜索索引的自定义内容相关联的先前用户反馈中的至少一个，用户提供的自定义内容或与之前访问和搜索自定义内容的用户相关联的使用模式。该系统还向用户提供排名第一和第二搜索结果。

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