公开(公告)号：US20160004970A1

公开(公告)日：2016-01-07

申请号：US14768889

申请日：2013-06-20

申请人： Wei LU ,  Smriti BHAGAT ,  Stratis IOANNIDIS ,  THOMSON LICENSING

发明人： WEI LU ,  Smriti BHAGAT ,  Stratis Ioannidis

IPC分类号： G06N5/04 ,  G06N99/00 ,  G06N7/00

CPC分类号： G06N5/04 ,  G06N7/005 ,  G06N20/00 ,  G06Q30/02

摘要： A user has an inherent predisposition to have an interest for a particular item. The user's interests may also be affected by what people in her social circle are interested in. To more accurately make recommendations, a user's inherent interests, social influence, how a user responds to recommendations, and/or the user's desire for novelty are taken into consideration. Considering the evolution of users' interests in response to the users' social interactions and users' interactions with the recommender system, the recommendation problem is formulated as an optimization problem to maximize the overall expected utilities of the recommender system. Tractable solutions to the optimization problem are presented for some use cases: (1) when the system does not perform personalization; (2) when the users in the system exhibit attraction dominant behavior; and (3) when the users in the system exhibit aversion dominant behavior.

摘要翻译： 用户具有对特定项目感兴趣的固有倾向。 用户的兴趣也可能受到社交圈中的人的兴趣的影响。为了更准确地提出建议，用户的固有兴趣，社会影响力，用户对建议的反应和/或用户对新颖性的渴望被采纳 考虑。 考虑到用户的兴趣响应用户的社交交互和用户与推荐系统的交互的演变，推荐问题被制定为优化问题，以最大化推荐系统的整体预期效用。 对于一些用例，提出了优化问题的可解决方案：（1）系统不执行个性化时; （2）系统中的用户表现出吸引力的主导行为; 和（3）当系统中的用户表现出厌恶主导行为时。

公开(公告)号：US20150339493A1

公开(公告)日：2015-11-26

申请号：US14652713

申请日：2013-08-07

申请人： Efstratois IOANNIDIS ,  Ehud WEINSBERG ,  Smriti BHAGAT ,  Nadia FAWAZ ,  Andrea F. MONTANARI ,  Nina TAFT ,  THOMSON LICENSING

发明人： Efstratios IOANNIDIS ,  Ehud WEINSBERG ,  Smriti BHAGAT ,  Nadia FAWAZ ,  Andrea MONTANARI ,  Nina Anne TAFT

IPC分类号： G06F21/62

CPC分类号： G06F21/6245 ,  G06F21/6254

摘要： A method and apparatus for protecting user privacy in a recommender system are described including determining what information to release to a user for a movie, transmitting the information to the user, accepting obfuscated input from the user and estimating the user's non-private feature vector. Also described are a method and apparatus for protecting user privacy in a recommender system including receiving movie information, accepting a user's movie feedback, accepting user's private information, calculating an obfuscation value and transmitting the obfuscation value.

摘要翻译： 描述了一种用于在推荐系统中保护用户隐私的方法和装置，包括确定要向用户释放电影的信息，向用户发送信息，从用户接收模糊化的输入并估计用户的非私人特征向量。 还描述了一种用于在推荐系统中保护用户隐私的方法和装置，包括接收电影信息，接受用户的电影反馈，接受用户的私人信息，计算混淆值和发送混淆值。

公开(公告)号：US20120011591A1

公开(公告)日：2012-01-12

申请号：US12830685

申请日：2010-07-06

申请人： Graham Cormode ,  Smriti Bhagat ,  Balachander Krishnamurthy ,  Divesh Srivastava

发明人： Graham Cormode ,  Smriti Bhagat ,  Balachander Krishnamurthy ,  Divesh Srivastava

IPC分类号： G06F21/00

CPC分类号： G06F21/6254 ,  H04L63/0421

摘要： The present disclosure is directed to systems, methods, and computer-readable storage media for anonymizing data over multiple temporal releases. Data is received, and nodes and connections in the data are identified. The data also is analyzed to identify predicted connections. The nodes, the connections, and the predicted connections are analyzed to determine how to group the nodes in the data. The data is published, and the grouping of the nodes is extended to subsequent temporal releases of the data, the nodes of which are grouped in accordance with the grouping used with the data.

摘要翻译： 本公开涉及用于在多个时间版本上匿名数据的系统，方法和计算机可读存储介质。 接收数据，并识别数据中的节点和连接。 分析数据以识别预测的连接。 分析节点，连接和预测连接，以确定如何对数据中的节点进行分组。 发布数据，并且将节点的分组扩展到数据的随后的时间释放，其节点根据与数据一起使用的分组进行分组。

公开(公告)号：US08438650B2

公开(公告)日：2013-05-07

申请号：US12830685

申请日：2010-07-06

申请人： Graham Cormode ,  Smriti Bhagat ,  Balachander Krishnamurthy ,  Divesh Srivastava

发明人： Graham Cormode ,  Smriti Bhagat ,  Balachander Krishnamurthy ,  Divesh Srivastava

IPC分类号： H04L29/06

CPC分类号： G06F21/6254 ,  H04L63/0421

摘要： The present disclosure is directed to systems, methods, and computer-readable storage media for anonymizing data over multiple temporal releases. Data is received, and nodes and connections in the data are identified. The data also is analyzed to identify predicted connections. The nodes, the connections, and the predicted connections are analyzed to determine how to group the nodes in the data. The data is published, and the grouping of the nodes is extended to subsequent temporal releases of the data, the nodes of which are grouped in accordance with the grouping used with the data.

摘要翻译： 本公开涉及用于在多个时间版本上匿名数据的系统，方法和计算机可读存储介质。 接收数据，并识别数据中的节点和连接。 分析数据以识别预测的连接。 分析节点，连接和预测连接，以确定如何对数据中的节点进行分组。 发布数据，并且将节点的分组扩展到数据的随后的时间释放，其节点根据与数据一起使用的分组进行分组。

公开(公告)号：US09049117B1

公开(公告)日：2015-06-02

申请号：US12603578

申请日：2009-10-21

申请人： Antonio Nucci ,  Ramakrishna Keralapura ,  Joshua Robinson ,  Supranamaya Ranjan ,  Smriti Bhagat

发明人： Antonio Nucci ,  Ramakrishna Keralapura ,  Joshua Robinson ,  Supranamaya Ranjan ,  Smriti Bhagat

IPC分类号： G06F15/173 ,  H04L12/26

CPC分类号： H04L43/0811 ,  H04L43/10 ,  H04L63/302

摘要： A method is provided for collecting and processing information of a target who is a user of a communication network. The method includes obtaining a first identifier of the target, accessing, based on a handle of the first identifier, a first public webpage associated with the target in a first Internet site identified based on a domain of the first identifier, extracting content of the first public webpage for including in target data of the target, obtaining a third identifier of the target, intercepting a document associated with the target from a private portion of communication network traffic identified based on a domain of the third identifier, extracting content of the document for including in the target data, determining a second identifier by searching the target data, associating the second identifier with the target based on a pre-determined criterion, and collecting information of the target based on the second identifier.

摘要翻译： 提供了一种用于收集和处理作为通信网络的用户的目标的信息的方法。 该方法包括获得目标的第一标识符，基于第一标识符的句柄，访问与基于第一标识符的域标识的第一互联网站中的与目标相关联的第一公共网页，提取第一标识符的内容 公开网页，用于包括目标的目标数据，获得目标的第三标识符，从根据第三标识符的域识别的通信网络业务的私有部分拦截与目标相关联的文档，提取文档的内容 包括在目标数据中，通过搜索目标数据来确定第二标识符，基于预定标准将第二标识符与目标相关联，以及基于第二标识符收集目标的信息。

公开(公告)号：US20090132561A1

公开(公告)日：2009-05-21

申请号：US11943681

申请日：2007-11-21

申请人： Graham Cormode ,  Smriti Bhagat ,  Irina Rozenbaum

发明人： Graham Cormode ,  Smriti Bhagat ,  Irina Rozenbaum

IPC分类号： G06F17/30

CPC分类号： G06F16/958 ,  G06F16/9024

摘要： A method of labeling unlabeled nodes in a graph that represents objects that have an explicit structure between them. A computing device can use a labeling engine to labeled nodes in a graph that are labeled and can identify an unlabeled node in the graph that is structurally associated with the labeled nodes. The labeling engine can label the unlabeled node with the label of the labeled node based on the structural association between the unlabeled node and the labeled node.

摘要翻译： 在图中标记未标记节点的方法，该节点表示在它们之间具有明确结构的对象。 计算设备可以使用标记引擎来标记图中的标记节点，并且可以标识图中与标记节点结构相关联的未标记节点。 标签引擎可以基于未标记节点和标记节点之间的结构关联来标记带有标记节点的标签的未标记节点。