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1. 发明申请

US20050234955A1 Clustering based text classification 有权
标题翻译：基于聚类的文本分类
公开(公告)号：US20050234955A1
公开(公告)日：2005-10-20
申请号：US10921477
申请日：2004-08-16
申请人： Hua-Jun Zeng , Xuanhui Wang , Zheng Chen , Benyu Zhang , Wei-Ying Ma
发明人： Hua-Jun Zeng , Xuanhui Wang , Zheng Chen , Benyu Zhang , Wei-Ying Ma
IPC分类号： G06F17/30
CPC分类号： G06F17/3071
摘要： Systems and methods for clustering-based text classification are described. In one aspect text is clustered as a function of labeled data to generate cluster(s). The text includes the labeled data and unlabeled data. Expanded labeled data is then generated as a function of the cluster(s). The expanded label data includes the labeled data and at least a portion of unlabeled data. Discriminative classifier(s) are then trained based on the expanded labeled data and remaining ones of the unlabeled data.
摘要翻译：描述了基于聚类的文本分类的系统和方法。在一个方面，文本被聚类为标记数据的函数以生成集群。该文本包括标记数据和未标记数据。然后根据集群生成扩展标签数据。扩展的标签数据包括标记的数据和至少一部分未标记的数据。然后基于扩展的标记数据和剩余的未标记数据来训练鉴别分类器。

2. 发明授权

US07366705B2 Clustering based text classification 有权
标题翻译：基于聚类的文本分类
公开(公告)号：US07366705B2
公开(公告)日：2008-04-29
申请号：US10921477
申请日：2004-08-16
申请人： Hua-Jun Zeng , Xuanhui Wang , Zheng Chen , Benyu Zhang , Wei-Ying Ma
发明人： Hua-Jun Zeng , Xuanhui Wang , Zheng Chen , Benyu Zhang , Wei-Ying Ma
IPC分类号： G06E1/00 , G06E3/00 , G06F15/18 , G06G7/00
CPC分类号： G06F17/3071
摘要： Systems and methods for clustering-based text classification are described. In one aspect text is clustered as a function of labeled data to generate cluster(s). The text includes the labeled data and unlabeled data. Expanded labeled data is then generated as a function of the cluster(s). The expanded label data includes the labeled data and at least a portion of unlabeled data. Discriminative classifier(s) are then trained based on the expanded labeled data and remaining ones of the unlabeled data.
摘要翻译：描述了基于聚类的文本分类的系统和方法。在一个方面，文本被聚类为标记数据的函数以生成集群。该文本包括标记数据和未标记数据。然后根据集群生成扩展标签数据。扩展的标签数据包括标记的数据和至少一部分未标记的数据。然后基于扩展的标记数据和剩余的未标记数据来训练鉴别分类器。

3. 发明授权

US07849089B2 Method and system for adapting search results to personal information needs 有权
标题翻译：将搜索结果适应个人信息需求的方法和系统
公开(公告)号：US07849089B2
公开(公告)日：2010-12-07
申请号：US12616739
申请日：2009-11-11
申请人： Benyu Zhang , Gui-Rong Xue , Hua-Jun Zeng , Wei-Ying Ma , Xue-Mei Jiang , Zheng Chen
发明人： Benyu Zhang , Gui-Rong Xue , Hua-Jun Zeng , Wei-Ying Ma , Xue-Mei Jiang , Zheng Chen
IPC分类号： G06F7/00 , G10L15/00
CPC分类号： G06F17/30882 , G06F17/30867 , Y10S707/99935
摘要： A method and system for adapting search results of a query to the information needs of the user submitting the query is provided. A search system analyzes click-through triplets indicating that a user submitted a query and that the user selected a document from the results of the query. To overcome the large size and sparseness of the click-through data, the search system when presented with an input triplet comprising a user, a query, and a document determines a probability that the user will find the input document important by smoothing the click-through triplets. The search system then orders documents of the result based on the probability of their importance to the input user.
摘要翻译：提供了一种用于将查询的搜索结果适应于提交查询的用户的信息需求的方法和系统。搜索系统分析点击三胞胎，指示用户提交了查询，并且用户从查询的结果中选择了文档。为了克服点击数据的大尺寸和稀疏性，当呈现包括用户，查询和文档的输入三元组时，搜索系统确定用户将通过平滑点击数据来重新找到输入文档的概率，通过三胞胎。然后，搜索系统基于其对输入用户的重要性的概率来订购结果的文档。

4. 发明申请

US20100057798A1 METHOD AND SYSTEM FOR ADAPTING SEARCH RESULTS TO PERSONAL INFORMATION NEEDS 有权
标题翻译：搜索结果适用于个人信息需求的方法和系统
公开(公告)号：US20100057798A1
公开(公告)日：2010-03-04
申请号：US12616739
申请日：2009-11-11
申请人： Benyu Zhang , Gui-Rong Xue , Hua-Jun Zeng , Wei-Ying Ma , Xue-Mei Jiang , Zheng Chen
发明人： Benyu Zhang , Gui-Rong Xue , Hua-Jun Zeng , Wei-Ying Ma , Xue-Mei Jiang , Zheng Chen
IPC分类号： G06F17/30
CPC分类号： G06F17/30882 , G06F17/30867 , Y10S707/99935
摘要： A method and system for adapting search results of a query to the information needs of the user submitting the query is provided. A search system analyzes click-through triplets indicating that a user submitted a query and that the user selected a document from the results of the query. To overcome the large size and sparseness of the click-through data, the search system when presented with an input triplet comprising a user, a query, and a document determines a probability that the user will find the input document important by smoothing the click-through triplets. The search system then orders documents of the result based on the probability of their importance to the input user.
摘要翻译：提供了一种用于将查询的搜索结果适应于提交查询的用户的信息需求的方法和系统。搜索系统分析点击三胞胎，指示用户提交了查询，并且用户从查询的结果中选择了文档。为了克服点击数据的大尺寸和稀疏性，搜索系统当呈现包括用户，查询和文档的输入三元组时，确定用户将通过平滑点击数据来重新找到输入文档的概率，通过三胞胎。然后，搜索系统基于其对输入用户的重要性的概率来订购结果的文档。

5. 发明授权

US07594277B2 Method and system for detecting when an outgoing communication contains certain content 失效
标题翻译：用于检测输出通信何时包含某些内容的方法和系统
公开(公告)号：US07594277B2
公开(公告)日：2009-09-22
申请号：US10881867
申请日：2004-06-30
申请人： Benyu Zhang , Hua-Jun Zeng , Wei-Ying Ma , Zheng Chen
发明人： Benyu Zhang , Hua-Jun Zeng , Wei-Ying Ma , Zheng Chen
IPC分类号： G06F11/00 , G06F12/14 , G06F12/16 , G06F7/04 , G06F17/30 , G06F21/00 , G06F7/00 , G08B23/00 , H04N7/16
CPC分类号： G06F17/30616 , G06F17/30628 , G06F17/30678 , G06F21/6245 , H04L51/12 , Y10S707/99933
摘要： A method and system for detecting whether an outgoing communication contains confidential information or other target information is provided. The detection system is provided with a collection of documents that contain confidential information, referred to as “confidential documents.” When the detection system is provided with an outgoing communication, it compares the content of the outgoing communication to the content of the confidential documents. If the outgoing communication contains confidential information, then the detection system may prevent the outgoing communication from being sent outside the organization. The detection system detects confidential information based on the similarity between the content of an outgoing communication and the content of confidential documents that are known to contain confidential information.
摘要翻译：提供一种用于检测输出通信是否包含机密信息或其他目标信息的方法和系统。检测系统提供了一系列包含机密信息的文件，称为“机密文件”。当向检测系统提供传出通信时，将传出通信的内容与机密文档的内容进行比较。如果传出通信包含机密信息，则检测系统可以防止传出通信被发送到组织外部。检测系统基于传出通信的内容与已知包含机密信息的机密文档的内容之间的相似性来检测机密信息。

6. 发明授权

US07590603B2 Method and system for classifying and identifying messages as question or not a question within a discussion thread 失效
标题翻译：用于将消息分类和识别为问题的方法和系统，或不是讨论线程中的问题
公开(公告)号：US07590603B2
公开(公告)日：2009-09-15
申请号：US10957329
申请日：2004-10-01
申请人： Benyu Zhang , Zheng Chen , Hua-Jun Zeng , Wei-Ying Ma
发明人： Benyu Zhang , Zheng Chen , Hua-Jun Zeng , Wei-Ying Ma
IPC分类号： G06F15/18
CPC分类号： G06F17/30707
摘要： A method and system for classifying messages of a discussion thread as questions is provided. A classification system generates a classifier to classify messages of discussion threads as question messages or non-question messages. The system trains the classifier using the feature vectors and input classifications derived from a training set of discussion threads. After the classifier is trained, the classification system uses the classifier to classify messages within a corpus of discussion threads as question or non-question messages. To classify a message, the classification system generates a feature vector for the messages and submits that feature vector to the classifier. The classifier generates a score for the message indicating a likelihood that the message is a question message.
摘要翻译：提供了一种用于将讨论线程的消息分类为问题的方法和系统。分类系统生成分类器以将讨论线程的消息分类为问题消息或非问题消息。系统使用从训练集讨论线程派生的特征向量和输入分类来训练分类器。在分类器训练之后，分类系统使用分类器将讨论线程的语料库中的消息分类为问题或非问题消息。为了对消息进行分类，分类系统生成消息的特征向量，并将该特征向量提交给分类器。分类器生成消息的分数，指示消息是问题消息的可能性。

7. 发明申请

US20050234952A1 Content propagation for enhanced document retrieval 失效
标题翻译：增强文档检索的内容传播
公开(公告)号：US20050234952A1
公开(公告)日：2005-10-20
申请号：US10826161
申请日：2004-04-15
申请人： Hua-Jun Zeng , Benyu Zhang , Zheng Chen , Wei-Ying Ma , Hsiao-Wuen Hon , Daniel Cook , Gabor Hirschler , Karen Fries , Kurt Samuelson
发明人： Hua-Jun Zeng , Benyu Zhang , Zheng Chen , Wei-Ying Ma , Hsiao-Wuen Hon , Daniel Cook , Gabor Hirschler , Karen Fries , Kurt Samuelson
IPC分类号： G06F19/00 , G06F17/30
CPC分类号： G06F17/30631 , G06F17/30722 , G06F17/30864 , Y10S707/99935 , Y10S707/99942
摘要： Systems and methods providing computer-implemented content propagation for enhanced document retrieval are described. In one aspect, reference information directed to one or more documents is identified. The reference information is identified from one or more sources of data that are independent of a data source that includes the one or more documents. Metadata that is proximally located to the reference information is extracted from the one or more sources of data. Relevance between respective features of the metadata to content of associated ones of the one or more documents is calculated. For each document of the one or more documents, associated portions of the metadata is indexed with the relevance of features from the respective portions into original content of the document. The indexing generates one or more enhanced documents.
摘要翻译：描述了提供用于增强文档检索的计算机实现的内容传播的系统和方法。在一个方面，指定针对一个或多个文档的参考信息。参考信息从一个或多个独立于包括一个或多个文档的数据源的数据来源识别。从一个或多个数据来源提取近端位于参考信息的元数据。计算元数据的各个特征与一个或多个文档中相关联的内容的相关性。对于一个或多个文档的每个文档，将元数据的关联部分与来自相应部分的特征与文档的原始内容的相关性进行索引。索引生成一个或多个增强文档。

8. 发明授权

US09195942B2 Method and system for mining information based on relationships 有权
公开(公告)号：US09195942B2
公开(公告)日：2015-11-24
申请号：US12406039
申请日：2009-03-17
申请人： Benyu Zhang , Wei-Ying Ma , Gu Xu , Hongbin Gao , Zheng Chen , Randy Hinrichs , Hua-Jun Zeng
发明人： Benyu Zhang , Wei-Ying Ma , Gu Xu , Hongbin Gao , Zheng Chen , Randy Hinrichs , Hua-Jun Zeng
IPC分类号： G06F17/30 , G06N5/02
CPC分类号： G06N5/022 , G06F17/30616 , Y10S707/99933 , Y10S707/99934 , Y10S707/99935
摘要： A method and system for identifying information about people is provided. The information system identifies groups of people that have relationships based on their relationships to documents or more generally to objects. The information system initially is provided with an indication of which people have which relationships to which documents. The information system then identifies clusters of people based on having a relationship to the same objects. The information system may also identify clusters of related objects associated with a cluster of people. When a user wants to identify information about a person, the user can provide the name of that person to the information system. The information system then can retrieve and display the names of the other people who are in the same cluster as the person.

9. 发明授权

US08112268B2 Method and system for prioritizing communications based on sentence classifications 有权
标题翻译：基于句子分类优先通信的方法和系统
公开(公告)号：US08112268B2
公开(公告)日：2012-02-07
申请号：US12254796
申请日：2008-10-20
申请人： Zheng Chen , Wei-Ying Ma , Hua-Jun Zeng , Benyu Zhang
发明人： Zheng Chen , Wei-Ying Ma , Hua-Jun Zeng , Benyu Zhang
IPC分类号： G06F17/28
CPC分类号： G06F17/30
摘要： A method and system for prioritizing communications based on classifications of sentences within the communications is provided. A sentence classification system may classify sentences of communications according to various classifications such as “sentence mode.” The sentence classification system trains a sentence classifier using training data and then classifies sentences using the trained sentence classifier. After the sentences of a communication are classified, a document ranking system may generate a rank for the communication based on the classifications of the sentences within the communication. The document ranking system trains a document rank classifier using training data and then calculates the rank of communications using the trained document rank classifier.
摘要翻译：提供了一种基于通信内的句子分类来优先化通信的方法和系统。句子分类系统可以根据诸如“句子模式”的各种分类对通信句进行分类。句子分类系统使用训练数据训练句子分类器，然后使用训练句子分类器对句子进行分类。在对通信的句子进行分类之后，文档排序系统可以基于通信中的句子的分类来生成用于通信的等级。文档排序系统使用训练数据训练文档排序分类器，然后使用经过训练的文档排序分类器来计算通信的等级。

10. 发明授权

US07664735B2 Method and system for ranking documents of a search result to improve diversity and information richness 失效
标题翻译：搜索结果排序文件的方法和系统，以提高多样性和信息丰富度
公开(公告)号：US07664735B2
公开(公告)日：2010-02-16
申请号：US10837540
申请日：2004-04-30
申请人： Benyu Zhang , Zheng Chen , Hua-Jun Zeng , Wei-Ying Ma
发明人： Benyu Zhang , Zheng Chen , Hua-Jun Zeng , Wei-Ying Ma
IPC分类号： G06F17/00
CPC分类号： G06F17/30867 , Y10S707/99933
摘要： A method and system for ranking documents of search results based on information richness and diversity of topics. A ranking system determines the information richness of each document within a search result. The ranking system groups documents of a search result based on their relatedness, meaning that they are directed to similar topics. The ranking system ranks the documents to ensure that the highest ranking documents may include at least one document covering each topic, that is, one document from each of the groups. The ranking system selects the document from each group that has the highest information richness of the documents within the group. When the documents are presented to a user in rank order, the user will likely find on the first page of the search result documents that cover a variety of topics, rather than just a single popular topic.
摘要翻译：基于信息丰富性和主题多样性对搜索结果文档进行排序的方法和系统。排名系统确定搜索结果内每个文档的信息丰富度。排名系统根据其相关性对搜索结果的文档进行分组，这意味着它们针对类似的主题。排名系统排列文件，以确保最高排名的文档可能包含至少一个涵盖每个主题的文档，即每个组中的一个文档。排名系统选择组内文件信息丰富度最高的组中的文档。当文件以等级顺序呈现给用户时，用户可能会在搜索结果文档的第一页上找到涵盖各种主题的文档，而不仅仅是一个流行的主题。

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