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1. 发明授权

US07640313B2 Adaptive junk message filtering system 有权
标题翻译：自适应垃圾邮件过滤系统
公开(公告)号：US07640313B2
公开(公告)日：2009-12-29
申请号：US11779263
申请日：2007-07-17
申请人： Robert L. Rounthwaite , Joshua T. Goodman , David E. Heckerman , John C. Platt , Carl M. Kadie
发明人： Robert L. Rounthwaite , Joshua T. Goodman , David E. Heckerman , John C. Platt , Carl M. Kadie
IPC分类号： G06F15/16 , G06F15/173
CPC分类号： G06Q10/107 , H04L51/12
摘要： The invention relates to a system for filtering messages—the system includes a seed filter having associated therewith a false positive rate and a false negative rate. A new filter is also provided for filtering the messages, the new filter is evaluated according to the false positive rate and the false negative rate of the seed filter, the data used to determine the false positive rate and the false negative rate of the seed filter are utilized to determine a new false positive rate and a new false negative rate of the new filter as a function of threshold. The new filter is employed in lieu of the seed filter if a threshold exists for the new filter such that the new false positive rate and new false negative rate are together considered better than the false positive and the false negative rate of the seed filter.
摘要翻译：本发明涉及一种用于过滤消息的系统 - 该系统包括具有与其相关联的假阳性率和假阴性率的种子滤波器。还提供了一种过滤消息的新过滤器，根据种子过滤器的假阳性率和假阴性率评估新过滤器，用于确定种子过滤器的假阳性率和假阴性率的数据用于确定新过滤器的新的假阳性率和新的假阴性率作为阈值的函数。如果新的过滤器存在阈值，则使用新的过滤器来代替种子过滤器，使得新的假阳性率和新的假阴性率一起被认为优于种子过滤器的假阳性率和假阴性率。

2. 发明授权

US07249162B2 Adaptive junk message filtering system 有权
标题翻译：自适应垃圾邮件过滤系统
公开(公告)号：US07249162B2
公开(公告)日：2007-07-24
申请号：US10374005
申请日：2003-02-25
申请人： Robert L. Rounthwaite , Joshua T. Goodman , David E. Heckerman , John C. Platt , Carl M. Kadie
发明人： Robert L. Rounthwaite , Joshua T. Goodman , David E. Heckerman , John C. Platt , Carl M. Kadie
IPC分类号： G06F15/16
CPC分类号： G06Q10/107 , H04L51/12
摘要： The invention relates to a system for filtering messages—the system includes a seed filter having associated therewith a false positive rate and a false negative rate. A new filter is also provided for filtering the messages, the new filter is evaluated according to the false positive rate and the false negative rate of the seed filter, the data used to determine the false positive rate and the false negative rate of the seed filter are utilized to determine a new false positive rate and a new false negative rate of the new filter as a function of threshold. The new filter is employed in lieu of the seed filter if a threshold exists for the new filter such that the new false positive rate and new false negative rate are together considered better than the false positive and the false negative rate of the seed filter.
摘要翻译：本发明涉及一种用于过滤消息的系统 - 该系统包括具有与其相关联的假阳性率和假阴性率的种子滤波器。还提供了一种过滤消息的新过滤器，根据种子过滤器的假阳性率和假阴性率评估新过滤器，用于确定种子过滤器的假阳性率和假阴性率的数据用于确定新过滤器的新的假阳性率和新的假阴性率作为阈值的函数。如果新的过滤器存在阈值，则使用新的过滤器来代替种子过滤器，使得新的假阳性率和新的假阴性率一起被认为优于种子过滤器的假阳性率和假阴性率。

3. 发明授权

US07519668B2 Obfuscation of spam filter 失效
标题翻译：垃圾邮件过滤器的混淆
公开(公告)号：US07519668B2
公开(公告)日：2009-04-14
申请号：US10601034
申请日：2003-06-20
申请人： Joshua T. Goodman , Robert L. Rounthwaite , John C. Platt
发明人： Joshua T. Goodman , Robert L. Rounthwaite , John C. Platt
IPC分类号： G06F15/16
CPC分类号： H04L51/12
摘要： The subject invention provides systems and methods that facilitate obfuscating a spam filtering system to hinder reverse engineering of the spam filters and/or to mitigate spammers from finding a message that consistently gets through the spam filters almost every time. The system includes a randomization component that randomizes a message score before the message is classified as spam or non-spam so as to obscure the functionality of the spam filter. Randomizing the message score can be accomplished in part by adding a random number or pseudo-random number to the message score before it is classified as spam or non-spam. The number added thereto can vary depending on at least one of several types of input such as time, user, message content, hash of message content, and hash of particularly important features of the message, for example. Alternatively, multiple spam filters can be deployed rather than a single best spam filter.
摘要翻译：主题发明提供了系统和方法，其有助于混淆垃圾邮件过滤系统以阻止垃圾邮件过滤器的反向工程和/或减轻垃圾邮件发送者几乎每次都能始终获得通过垃圾邮件过滤器的消息。该系统包括随机化组件，其在消息被分类为垃圾邮件或非垃圾邮件之前随机化消息得分，以掩盖垃圾邮件过滤器的功能。随机化消息分数可以部分地通过在消息分数被分类为垃圾邮件或非垃圾邮件之前向消息得分添加随机数或伪随机数来完成。附加的数量可以根据例如时间，用户，消息内容，消息内容的散列以及消息的特别重要的特征的散列中的至少一种输入而变化。或者，可以部署多个垃圾邮件过滤器，而不是一个最好的垃圾邮件过滤器。

4. 发明授权

US09396269B2 Search engine that identifies and uses social networks in communications, retrieval, and electronic commerce 有权
标题翻译：在通信，检索和电子商务中识别和使用社交网络的搜索引擎
公开(公告)号：US09396269B2
公开(公告)日：2016-07-19
申请号：US11427288
申请日：2006-06-28
申请人： Christopher A. Meek , Eric J. Horvitz , Joshua T. Goodman , Gary W. Flake , Oliver Hurst-Hiller , Anoop Gupta , Ramez Naam , Kenneth A. Moss , William H. Gates, III , John C. Platt , Trenholme J. Griffin , Bradly A. Brunell
发明人： Christopher A. Meek , Eric J. Horvitz , Joshua T. Goodman , Gary W. Flake , Oliver Hurst-Hiller , Anoop Gupta , Ramez Naam , Kenneth A. Moss , William H. Gates, III , John C. Platt , Trenholme J. Griffin , Bradly A. Brunell
IPC分类号： G06F17/30
CPC分类号： G06F17/30867
摘要： Architecture that monitors interaction data (e.g., search queries, query results and click-through rates), and provides users with links to other users that fall into similar categories with respect to the foregoing monitored activities (e.g., providing links to individuals and groups that share common interests and/or profiles). A search engine can be interactively coupled with one or more social networks, and that maps individuals and/or groups within respective social networks to subsets of categories associated with searches. A database stores mapped information which can be continuously updated and reorganized as links within the system mapping become stronger or weaker. The architecture can comprise a social network system that includes a database for mapping search-related information to an entity of a social network, and a search component for processing a search query for search results and returning a link to an entity of a social network based on the search query.
摘要翻译：监视交互数据（例如搜索查询，查询结果和点击率）的架构，并向用户提供与上述受监视活动相类似的类别的其他用户的链接（例如，提供与个人和组的链接分享共同的兴趣和/或简介）。搜索引擎可以与一个或多个社交网络交互地耦合，并且将各个社交网络内的个人和/或组映射到与搜索相关联的类别的子集。数据库存储可以不断更新和重新组织的映射信息，因为系统映射中的链接变得更强或更弱。该架构可以包括社交网络系统，其包括用于将搜索相关信息映射到社交网络的实体的数据库，以及用于处理搜索结果的搜索查询并返回到基于社交网络的实体的链接的搜索组件在搜索查询上。

5. 发明申请

US20080005313A1 USING OFFLINE ACTIVITY TO ENHANCE ONLINE SEARCHING 审中-公开
标题翻译：使用离线活动加强在线搜索
公开(公告)号：US20080005313A1
公开(公告)日：2008-01-03
申请号：US11427757
申请日：2006-06-29
申请人： Gary W. Flake , William H. Gates , Eric J. Horvitz , Joshua T. Goodman , Bradly A. Brunell , Susan T. Dumais , Alexander G. Gounares , Trenholme J. Griffin , Xuedong D. Huang , Oliver Hurst-Hiller , Kenneth A. Moss , Kyle G. Peltonen , John C. Platt
发明人： Gary W. Flake , William H. Gates , Eric J. Horvitz , Joshua T. Goodman , Bradly A. Brunell , Susan T. Dumais , Alexander G. Gounares , Trenholme J. Griffin , Xuedong D. Huang , Oliver Hurst-Hiller , Kenneth A. Moss , Kyle G. Peltonen , John C. Platt
IPC分类号： G06F15/173
CPC分类号： H04L67/20 , G06F16/9535 , G06Q30/02 , H04L67/22 , H04L67/306
摘要： Architecture for targeted advertising using offline user behavior information. Information relating to offline behavior can be collected from cell phones, geolocation systems, credit card information, restaurants, grocery stores, etc., and this information is aggregated and employed in connection with selecting and displaying targeted advertising to a user when online. Machine learning and reasoning can be employed to make inferences and dynamically tune advertisement processing. Offline user information can also be employed to enhance context-based searching when the user goes online. The ranking of search results and content for display can be modified as a function of offline behavior. A system is provided that facilitates online advertising based on at least offline activity using a profile component for aggregating offline behavior information of a user and generating a related user profile. An advertising component employs the user profile in connection with delivery of an advertisement to the user when online.
摘要翻译：使用离线用户行为信息进行定向广告的架构。与离线行为有关的信息可以从手机，地理定位系统，信用卡信息，餐馆，杂货店等收集，并且在线上在选择和显示目标广告时与该信息进行聚合和使用。可以采用机器学习和推理来推理和动态调整广告处理。离线用户信息也可以用于在用户上线时加强基于上下文的搜索。搜索结果和显示内容的排名可以根据离线行为进行修改。提供了一种系统，其利用至少离线活动使用简档组件促进在线广告，用于聚合用户的离线行为信息并生成相关用户简档。广告组件在联机时使用与向用户发送广告相关联的用户简档。

6. 发明申请

US20080005108A1 MESSAGE MINING TO ENHANCE RANKING OF DOCUMENTS FOR RETRIEVAL 审中-公开
标题翻译：信息采矿加强文件归档检索
公开(公告)号：US20080005108A1
公开(公告)日：2008-01-03
申请号：US11427314
申请日：2006-06-28
申请人： Raymond E. Ozzie , Joshua T. Goodman , Oliver Hurst-Hiller , John C. Platt , Eric J. Horvitz , Eric D. Brill
发明人： Raymond E. Ozzie , Joshua T. Goodman , Oliver Hurst-Hiller , John C. Platt , Eric J. Horvitz , Eric D. Brill
IPC分类号： G06F7/00
CPC分类号： G06Q10/107 , G06F16/9535 , G06N7/005 , G06Q30/02
摘要： An architecture is provided for data mining of electronic messages to extract information relating to relevancy and popularity of websites and/or web pages for ranking of web pages or other documents. A monitor component monitors information of a message for a reference to a web page or other document, and a ranking component computes rank of the web page based in part on the reference.
摘要翻译：提供用于电子消息的数据挖掘的架构，以提取与网页和/或网页的相关性和受欢迎程度有关的网页或其他文档排名的信息。监视器组件监视消息的信息以引用网页或其他文档，并且排序组件部分地基于参考来计算网页的排名。

7. 发明授权

US08812534B2 Machine assisted query formulation 有权
标题翻译：机器辅助查询配方
公开(公告)号：US08812534B2
公开(公告)日：2014-08-19
申请号：US13481168
申请日：2012-05-25
申请人： John C. Platt , Oliver Hurst-Hiller , Trenholme J. Griffin , Anoop Gupta , Gary W. Flake , Ramez Naam , Joshua T. Goodman
发明人： John C. Platt , Oliver Hurst-Hiller , Trenholme J. Griffin , Anoop Gupta , Gary W. Flake , Ramez Naam , Joshua T. Goodman
IPC分类号： G06F17/30
CPC分类号： G06F17/30389
摘要： Architecture for completing search queries by using artificial intelligence based schemes to infer search intentions of users. Partial queries are completed dynamically in real time. Additionally, search aliasing can also be employed. Custom tuning can be performed based on at least query inputs in the form of text, graffiti, images, handwriting, voice, audio, and video signals. Natural language processing occurs, along with handwriting recognition and slang recognition. The system includes a classifier that receives a partial query as input, accesses a query database based on contents of the query input, and infers an intended search goal from query information stored on the query database. A query formulation engine receives search information associated with the intended search goal and generates a completed formal query for execution.
摘要翻译：通过使用基于人工智能的方案来推断用户的搜索意图来完成搜索查询的架构。部分查询是实时动态完成的。此外，还可以使用搜索别名。可以至少基于文本，涂鸦，图像，手写，语音，音频和视频信号的查询输入进行定制调整。自然语言处理发生，手写识别和俚语识别。该系统包括接收部分查询作为输入的分类器，基于查询输入的内容访问查询数据库，并从存储在查询数据库中的查询信息推断预期的搜索目标。查询制定引擎接收与预期搜索目标相关联的搜索信息，并生成完成的正式查询以供执行。

8. 发明授权

US08788517B2 Intelligently guiding search based on user dialog 有权
标题翻译：基于用户对话框智能引导搜索
公开(公告)号：US08788517B2
公开(公告)日：2014-07-22
申请号：US11427302
申请日：2006-06-28
申请人： Eric J. Horvitz , William H. Gates, III , Joshua T. Goodman , Bradly A. Brunell , Gary W. Flake , Oliver Hurst-Hiller , Kenneth A. Moss , Raymond E. Ozzie , John C. Platt
发明人： Eric J. Horvitz , William H. Gates, III , Joshua T. Goodman , Bradly A. Brunell , Gary W. Flake , Oliver Hurst-Hiller , Kenneth A. Moss , Raymond E. Ozzie , John C. Platt
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06F17/30864
摘要： Provided is mechanism for guiding computer searches (e.g., web, Internet, intranet . . . ). Machine learning and reasoning mechanisms are employed together with a search engine to facilitate intelligent guidance of queries and results based on a query and responses to computer generated inquires.Also, disclosed is a mechanism that enables users to validate computer-based information. Users can receive a validity metric associated with computer generated or provided results. Validation systems and methods are disclosed to facilitate determining the results including those that employ humans (e.g., referrals, voting . . . ) and/or automated ways (e.g., source analysis, data mining . . . ).
摘要翻译：提供了用于引导计算机搜索的机制（例如，web，因特网，内联网...）。机器学习和推理机制与搜索引擎一起使用，以便根据查询和对计算机生成的查询的响应来促进对查询和结果的智能指导。此外，公开了一种使用户能够验证基于计算机的信息的机制。用户可以接收与计算机生成或提供的结果相关联的有效性度量。公开了验证系统和方法以便于确定结果，包括使用人的结果（例如，转介，投票...）和/或自动化方式（例如，源分析，数据挖掘...）。

9. 发明申请

US20120239653A1 Machine Assisted Query Formulation 有权
标题翻译：机器辅助查询制定
公开(公告)号：US20120239653A1
公开(公告)日：2012-09-20
申请号：US13481168
申请日：2012-05-25
申请人： John C. Platt , Gary W. Flake , Ramez Naam , Anoop Gupta , Oliver Hurst-Hiller , Trenholme J. Griffin , Joshua T. Goodman
发明人： John C. Platt , Gary W. Flake , Ramez Naam , Anoop Gupta , Oliver Hurst-Hiller , Trenholme J. Griffin , Joshua T. Goodman
IPC分类号： G06F17/30
CPC分类号： G06F17/30389
摘要： Architecture for completing search queries by using artificial intelligence based schemes to infer search intentions of users. Partial queries are completed dynamically in real time. Additionally, search aliasing can also be employed. Custom tuning can be performed based on at least query inputs in the form of text, graffiti, images, handwriting, voice, audio, and video signals. Natural language processing occurs, along with handwriting recognition and slang recognition. The system includes a classifier that receives a partial query as input, accesses a query database based on contents of the query input, and infers an intended search goal from query information stored on the query database. A query formulation engine receives search information associated with the intended search goal and generates a completed formal query for execution.
摘要翻译：通过使用基于人工智能的方案来推断用户的搜索意图来完成搜索查询的架构。部分查询是实时动态完成的。此外，还可以使用搜索别名。可以至少基于文本，涂鸦，图像，手写，语音，音频和视频信号的查询输入进行定制调整。自然语言处理发生，手写识别和俚语识别。该系统包括接收部分查询作为输入的分类器，基于查询输入的内容访问查询数据库，并从存储在查询数据库中的查询信息推断预期的搜索目标。查询制定引擎接收与预期搜索目标相关联的搜索信息，并生成完成的正式查询以供执行。

10. 发明授权

US07822762B2 Entity-specific search model 有权
标题翻译：实体特定搜索模型
公开(公告)号：US07822762B2
公开(公告)日：2010-10-26
申请号：US11427311
申请日：2006-06-28
申请人： Christopher D. Payne , Eric J. Horvitz , Alexander G. Gounares , Susan T. Dumais , Kyle G. Peltonen , Gary W. Flake , Xuedong D. Huang , William H. Gates, III , John C. Platt , Oliver Hurst-Hiller , Joshua T. Goodman , Christopher A. Meek , Ramez Naam , Raymond E Ozzie , Eric D. Brill
发明人： Christopher D. Payne , Eric J. Horvitz , Alexander G. Gounares , Susan T. Dumais , Kyle G. Peltonen , Gary W. Flake , Xuedong D. Huang , William H. Gates, III , John C. Platt , Oliver Hurst-Hiller , Joshua T. Goodman , Christopher A. Meek , Ramez Naam , Raymond E Ozzie , Eric D. Brill
IPC分类号： G06F7/001
CPC分类号： G06F17/30967 , G06F17/30964
摘要： A system that employs an explicitly and/or implicitly trained model in order to return entity-specific computer-based search results is provided. The innovation can provide for a customized search model that focuses search in connection with achieving information that is meaningful with respect to goals of an entity. The model can be used to modify a search query in accordance with a goal of the entity or to generate the search query thereby returning meaningful and/or targeted results to the user. The system can automatically gather entity-related data thereafter determining or inferring a goal as well as training the model. Moreover, the system can selectively configure (e.g., order, rank, filter) and render results to a user based upon the model.
摘要翻译：提供了一种采用明确和/或隐含训练的模型以返回基于实体的基于计算机的搜索结果的系统。该创新可以提供定制的搜索模型，其将搜索重点与获得关于实体目标有意义的信息相关联。该模型可以用于根据实体的目标修改搜索查询，或者生成搜索查询，从而向用户返回有意义和/或有针对性的结果。系统可以自动收集与实体有关的数据，然后确定或推断目标以及训练模型。此外，系统可以基于模型选择性地配置（例如，排序，排序，过滤）并将结果呈现给用户。

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