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1. 发明申请

US20070265870A1 METHODS AND SYSTEMS FOR UTILIZING A TIME FACTOR AND/OR ASYMMETRIC USER BEHAVIOR PATTERNS FOR DATA ANALYSIS 审中-公开
标题翻译：用于数据分析的时间因素和/或不对称用户行为模式的方法和系统
公开(公告)号：US20070265870A1
公开(公告)日：2007-11-15
申请号：US11537018
申请日：2006-09-29
申请人： Xiaodan Song , Belle L. Tseng
发明人： Xiaodan Song , Belle L. Tseng
IPC分类号： G06Q10/00 , G06Q30/00
CPC分类号： G06Q30/00 , G06Q30/0201
摘要： Methods and systems for data mining and analysis that may be used for capturing user/entity behavior, providing influence filtering and/or providing recommendations. One particular use may be for providing, among other things, personalized recommendations. The methods and systems may include generating an influence network. The influence network may include a user's adoption behavior of items. The influence network may further include temporal aspects of information flow or diffusion of information through the network. The influence network may also include adoption time(s) of one or more item(s) between users/entities. Further, the influence network may include asymmetric user/entity adoption behavior. Methods and systems of influence filtering are provided that include generating asymmetric relationship(s) between users and providing a filtering module utilizing the asymmetric relationship(s) between user/entity.
摘要翻译：可用于捕获用户/实体行为，提供影响过滤和/或提供建议的数据挖掘和分析的方法和系统。一个特别的用途可能是提供个性化的建议。方法和系统可以包括产生影响网络。影响网络可能包括用户对项目的采用行为。影响网络还可以包括信息流的时间方面或通过网络扩散信息。影响网络还可以包括用户/实体之间的一个或多个项目的采用时间。此外，影响网络可以包括不对称的用户/实体采用行为。提供了影响过滤的方法和系统，包括在用户之间产生非对称关系，并提供利用用户/实体之间的非对称关系的过滤模块。

2. 发明申请

US20080294684A1 Evolutionary Spectral Clustering by Incorporating Temporal Smoothness 有权
标题翻译：通过并入时间平滑度进化光谱聚类
公开(公告)号：US20080294684A1
公开(公告)日：2008-11-27
申请号：US11874395
申请日：2007-10-18
申请人： Yun Chi , Xiaodan Song , Koji Hino , Belle L. Tseng
发明人： Yun Chi , Xiaodan Song , Koji Hino , Belle L. Tseng
IPC分类号： G06F17/30
CPC分类号： G06F17/3071 , G06F17/30873 , G06K9/6224
摘要： Systems and methods are disclosed for clusterizing information by determining similarity matrix for historical information and similarity matrix for current information; generating an aggregated similarity matrix (aggregated kernel); and applying evolutionary spectral clustering on the aggregated kernel to a content stream to produce one or more clusters.
摘要翻译：公开了通过确定当前信息的历史信息和相似性矩阵的相似度矩阵来对信息进行聚类的系统和方法; 生成聚合相似矩阵（聚合内核）; 并将聚合的内核上的进化谱聚类应用于内容流以产生一个或多个聚类。

3. 发明申请

US20130346197A1 CONTENT CATEGORY MANAGEMENT SYSTEMS AND METHODS 审中-公开
标题翻译：内容类别管理系统和方法
公开(公告)号：US20130346197A1
公开(公告)日：2013-12-26
申请号：US13528585
申请日：2012-06-20
申请人： Qiang Zhou , Ting Liu , Xiaodan Song
发明人： Qiang Zhou , Ting Liu , Xiaodan Song
IPC分类号： G06Q30/02
CPC分类号： G06Q30/0251 , G06F16/9535 , G06F16/972
摘要： A method of managing content includes identifying a first web page presented during a user session associated with a first user identifier; identifying a first vertical category to which the first web page belongs; identifying an event occurring during the user session associated with the first user identifier; identifying a second vertical category to which the event belongs; generating association data representing an association between the first vertical category and the second vertical category; identifying a second web page, the second web page presented during a user session associated with a second user identifier; determining a vertical category to which the second web page belongs; and in response to determining the vertical category to which the second web page belongs is the first vertical category, selecting a content item for display during the user session associated with the second user identifier based on the association data.
摘要翻译：管理内容的方法包括识别在与第一用户标识符相关联的用户会话期间呈现的第一网页; 识别第一网页所属的第一垂直类别; 识别在与所述第一用户标识符相关联的所述用户会话期间发生的事件; 识别事件所属的第二垂直类别; 生成表示第一垂直类别和第二垂直类别之间的关联的关联数据; 识别第二网页，在与第二用户标识符相关联的用户会话期间呈现的第二网页; 确定所述第二网页所属的垂直类别; 并且响应于确定第二网页所属于的垂直类别是第一垂直类别，基于关联数据，在与第二用户标识符相关联的用户会话期间选择要显示的内容项目。

4. 发明申请

US20070118498A1 METHODS AND SYSTEMS FOR UTILIZING CONTENT, DYNAMIC PATTERNS, AND/OR RELATIONAL INFORMATION FOR DATA ANALYSIS 有权
标题翻译：利用内容，动态模式和/或数据分析的关系信息的方法和系统
公开(公告)号：US20070118498A1
公开(公告)日：2007-05-24
申请号：US11562810
申请日：2006-11-22
申请人： Xiaodan Song , Belle Tseng
发明人： Xiaodan Song , Belle Tseng
IPC分类号： G06F17/30
CPC分类号： G06F17/30702 , G06F17/30716 , G06Q30/0633
摘要： The present invention is directed generally to providing systems and methods for data analysis. More specifically, embodiments may provide system(s) and method(s) including dynamic user modeling techniques to capture the relational and dynamic patterns of information content and/or users' or entities' interests. Various embodiments may include system(s) and method(s) that are based on, for example, the past history of content semantics, temporal changes, and/or user community relationship. Various embodiments may include modeling and/or analysis of the dynamic nature of an item of interest's value to a user(s)/entity(ies) over time. The dynamic factors may be consider in any manner, such as, individually or combined, sequentially or simultaneously, etc. Further, some embodiments may include, for example, system(s) and method(s) relating to analyzing data to capture user/entity interests and/or characteristics, consider content semantics and evolutionary information, and/or using community relationships of users/entities to thereby analyze information and provide dynamic conclusion(s) (e.g., recommendation(s)).
摘要翻译：本发明一般涉及提供用于数据分析的系统和方法。更具体地，实施例可以提供包括动态用户建模技术的系统和方法，以捕获信息内容和/或用户或实体兴趣的关系和动态模式。各种实施例可以包括基于例如内容语义，时间变化和/或用户社区关系的过去历史的系统和方法。各种实施方案可以包括随着时间的推移，对用户/实体的兴趣物品的价值的动态性质的建模和/或分析。动态因素可以以任何方式，例如，单独地或组合地顺序地或同时地等来考虑。此外，一些实施例可以包括例如与分析数据相关的系统和方法，以捕获用户/ 实体利益和/或特征，考虑内容语义和进化信息，和/或使用用户/实体的社区关系，从而分析信息并提供动态结论（例如推荐）。

5. 发明申请

US20060112146A1 Systems and methods for data analysis and/or knowledge management 审中-公开
标题翻译：用于数据分析和/或知识管理的系统和方法
公开(公告)号：US20060112146A1
公开(公告)日：2006-05-25
申请号：US11094235
申请日：2005-03-31
申请人： Xiaodan Song , Belle Tseng
发明人： Xiaodan Song , Belle Tseng
IPC分类号： G06F17/30
CPC分类号： G06Q10/10
摘要： The present invention is directed to systems and methods for data and/or information analysis. The systems and methods may be directed to knowledge management and/or user modeling. In various embodiments, the systems and methods may utilize relational representations and/or evolutionary representations of information. For example, expertise information and/or evolutional information related to expertise information may be analyzed and representations presented indicating relationships and temporal evolution.
摘要翻译：本发明涉及用于数据和/或信息分析的系统和方法。系统和方法可以针对知识管理和/或用户建模。在各种实施例中，系统和方法可以利用信息的关系表示和/或进化表示。例如，可以分析与专业知识信息相关的专业知识信息和/或演进信息，并且呈现指示关系和时间演变的表示。

6. 发明授权

US09501572B2 Content placement criteria expansion 有权
标题翻译：内容放置标准扩展
公开(公告)号：US09501572B2
公开(公告)日：2016-11-22
申请号：US13538425
申请日：2012-06-29
申请人： Bahman Rabii , Xiaodan Song , Yingwei Cui
发明人： Bahman Rabii , Xiaodan Song , Yingwei Cui
IPC分类号： G06F17/30
CPC分类号： G06F17/30867 , G06F17/30967 , G06F17/30991
摘要： Systems and methods of providing information via a computer network are provided. A data processing system can identify a cluster that includes a plurality of online content items having a semantic or user similarity. The data processing system determines a plurality of cluster placement criteria of the cluster, and receives content configured for display with a web page. The content can be associated with the cluster based on the semantic or user similarity. A cluster placement criterion of the plurality of cluster placement criteria can be selected based on a quality metric of the selected cluster placement criterion, and the selected cluster placement criterion can be provided as a supplemental criterion used to select the content for display with the web page.
摘要翻译：提供了通过计算机网络提供信息的系统和方法。数据处理系统可以识别包括具有语义或用户相似性的多个在线内容项的集群。数据处理系统确定集群的多个集群放置标准，并且接收配置用于与网页一起显示的内容。内容可以基于语义或用户相似性与集群相关联。可以基于所选择的集群放置标准的质量度量来选择多个集群放置标准的集群放置标准，并且可以提供所选择的集群放置标准作为用于选择用于与网页一起显示的内容的补充标准。

7. 发明申请

US20140006407A1 CONTENT PLACEMENT CRITERIA EXPANSION 有权
标题翻译：内容放置标准扩展
公开(公告)号：US20140006407A1
公开(公告)日：2014-01-02
申请号：US13538425
申请日：2012-06-29
申请人： Bahman Rabii , Xiaodan Song , Claire Cui
发明人： Bahman Rabii , Xiaodan Song , Claire Cui
IPC分类号： G06F17/30 , G06F15/16
CPC分类号： G06F17/30867 , G06F17/30967 , G06F17/30991
摘要： Systems and methods of providing information via a computer network are provided. A data processing system can identify a cluster that includes a plurality of online content items having a semantic or user similarity. The data processing system determines a plurality of cluster placement criteria of the cluster, and receives content configured for display with a web page. The content can be associated with the cluster based on the semantic or user similarity. A cluster placement criterion of the plurality of cluster placement criteria can be selected based on a quality metric of the selected cluster placement criterion, and the selected cluster placement criterion can be provided as a supplemental criterion used to select the content for display with the web page.
摘要翻译：提供了通过计算机网络提供信息的系统和方法。数据处理系统可以识别包括具有语义或用户相似性的多个在线内容项的集群。数据处理系统确定集群的多个集群放置标准，并且接收配置用于与网页一起显示的内容。内容可以基于语义或用户相似性与集群相关联。可以基于所选择的集群放置标准的质量度量来选择多个集群放置标准的集群放置标准，并且可以提供所选择的集群放置标准作为用于选择用于与网页一起显示的内容的补充标准。

8. 发明授权

US07853485B2 Methods and systems for utilizing content, dynamic patterns, and/or relational information for data analysis 有权
标题翻译：用于利用内容，动态模式和/或关系信息进行数据分析的方法和系统
公开(公告)号：US07853485B2
公开(公告)日：2010-12-14
申请号：US11562810
申请日：2006-11-22
申请人： Xiaodan Song , Belle L Tseng
发明人： Xiaodan Song , Belle L Tseng
IPC分类号： G06Q30/00
CPC分类号： G06F17/30702 , G06F17/30716 , G06Q30/0633
摘要： The present invention is directed generally to providing systems and methods for data analysis. More specifically, embodiments may provide system(s) and method(s) including dynamic user modeling techniques to capture the relational and dynamic patterns of information content and/or users' or entities' interests. Various embodiments may include system(s) and method(s) that are based on, for example, the past history of content semantics, temporal changes, and/or user community relationship. Various embodiments may include modeling and/or analysis of the dynamic nature of an item of interest's value to a user(s)/entity(ies) over time. The dynamic factors may be consider in any manner, such as, individually or combined, sequentially or simultaneously, etc. Further, some embodiments may include, for example, system(s) and method(s) relating to analyzing data to capture user/entity interests and/or characteristics, consider content semantics and evolutionary information, and/or using community relationships of users/entities to thereby analyze information and provide dynamic conclusion(s) (e.g., recommendation(s)).
摘要翻译：本发明一般涉及提供用于数据分析的系统和方法。更具体地，实施例可以提供包括动态用户建模技术的系统和方法，以捕获信息内容和/或用户或实体兴趣的关系和动态模式。各种实施例可以包括基于例如内容语义，时间变化和/或用户社区关系的过去历史的系统和方法。各种实施方案可以包括随着时间的推移，对用户/实体的兴趣物品的价值的动态性质的建模和/或分析。动态因素可以以任何方式，例如，单独地或组合地顺序地或同时地等来考虑。此外，一些实施例可以包括例如与分析数据相关的系统和方法，以捕获用户/ 实体利益和/或特征，考虑内容语义和进化信息，和/或使用用户/实体的社区关系，从而分析信息并提供动态结论（例如推荐）。

9. 发明授权

US07831538B2 Evolutionary spectral clustering by incorporating temporal smoothness 有权
标题翻译：通过并入时间平滑度进化光谱聚类
公开(公告)号：US07831538B2
公开(公告)日：2010-11-09
申请号：US11874395
申请日：2007-10-18
申请人： Yun Chi , Xiaodan Song , Koji Hino , Belle L. Tseng
发明人： Yun Chi , Xiaodan Song , Koji Hino , Belle L. Tseng
IPC分类号： G06F17/30
CPC分类号： G06F17/3071 , G06F17/30873 , G06K9/6224
摘要： Systems and methods are disclosed for clusterizing information by determining similarity matrix for historical information and similarity matrix for current information; generating an aggregated similarity matrix (aggregated kernel); and applying evolutionary spectral clustering on the aggregated kernel to a content stream to produce one or more clusters.
摘要翻译：公开了通过确定当前信息的历史信息和相似性矩阵的相似度矩阵来对信息进行聚类的系统和方法; 生成聚合相似矩阵（聚合内核）; 并将聚合的内核上的进化谱聚类应用于内容流以产生一个或多个聚类。

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