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    • 2. 发明授权
    • Long-query retrieval
    • 长查询检索
    • US08326820B2
    • 2012-12-04
    • US12571302
    • 2009-09-30
    • Zhiwei LiLei ZhangRui CaiWei-Ying MaHeung-Yeung Shum
    • Zhiwei LiLei ZhangRui CaiWei-Ying MaHeung-Yeung Shum
    • G06F17/30
    • G06F17/3028G06F17/30448
    • Described herein is a technology that facilitates efficient large-scale similarity-based retrieval. In several embodiments documents, images, and/or other multimedia files are compactly represented and efficiently indexed to enable robust search using a long-query in a large-scale corpus. As described herein, these techniques include performing decomposition of a file, e.g., a document or document-like representation. The techniques use dimension reduction to obtain three parts, topic-related words (major semantics), document specific words (minor semantics), and background words, representing the major semantics in a feature vector and the minor semantics as keywords. Using the techniques described, file vectors are matched in a topic model and the results ranked based on the keywords.
    • 这里描述了一种有助于有效的大规模相似性检索的技术。 在几个实施例中,文档,图像和/或其他多媒体文件被紧凑地表示并且被有效地索引,以使得能够使用大规模语料库中的长查询进行鲁棒搜索。 如这里所述,这些技术包括执行文件的分解,例如文档或类似文档的表示。 这些技术使用维度缩减来获得三个部分,主题相关词(主要语义),文档特定词(次要语义)和背景词,表示特征向量中的主要语义和次要语义作为关键字。 使用所描述的技术,在主题模型中匹配文件向量,并根据关键字对结果进行排名。
    • 7. 发明授权
    • Training a ranking function using propagated document relevance
    • 使用传播的文档相关性来训练排名功能
    • US08001121B2
    • 2011-08-16
    • US11364576
    • 2006-02-27
    • Jue WangMingjing LiWei-Ying MaZhiwei Li
    • Jue WangMingjing LiWei-Ying MaZhiwei Li
    • G06F17/30
    • G06F17/30657G06F17/30864
    • A method and system for propagating the relevance of labeled documents to a query to unlabeled documents is provided. The propagation system provides training data that includes queries, documents labeled with their relevance to the queries, and unlabeled documents. The propagation system then calculates the similarity between pairs of documents in the training data. The propagation system then propagates the relevance of the labeled documents to similar, but unlabeled, documents. The propagation system may iteratively propagate labels of the documents until the labels converge on a solution. The training data with the propagated relevances can then be used to train a ranking function.
    • 提供了一种用于将标记的文档的相关性传播到未标记文档的查询的方法和系统。 传播系统提供包括查询,标记为与查询相关的文档以及未标记的文档的培训数据。 传播系统然后计算训练数据中文档对之间的相似度。 传播系统然后将标记的文档的相关性传播到类似但未标记的文档。 传播系统可以迭代地传播文档的标签,直到标签收敛在解决方案上。 然后可以使用具有传播相关性的训练数据来训练排序功能。
    • 9. 发明授权
    • Content object indexing using domain knowledge
    • 使用领域知识的内容对象索引
    • US07698294B2
    • 2010-04-13
    • US11275509
    • 2006-01-11
    • Wei-Ying MaLie LuJi-Rong WenZhiwei LiZaiqing NieHsiao-Wuen Hon
    • Wei-Ying MaLie LuJi-Rong WenZhiwei LiZaiqing NieHsiao-Wuen Hon
    • G06F17/30
    • G06F17/30613
    • A content object indexing process including creating a content object knowledge index, calculating a description vector of a target content object, and indexing the target content object by searching for the description vector in the content object knowledge database. It may be difficult to search for an exact content object such as a music file or academic researcher as a conventional search index may not include related hierarchical information. A content object indexing process may add hierarchical information taken from a content object knowledge index and incorporate the hierarchical information to the index entry for a specific content object. An application of such a content object indexing process may be a world wide web search engine.
    • 内容对象索引处理包括创建内容对象知识索引,计算目标内容对象的描述向量,并通过搜索内容对象知识库中的描述向量来索引目标内容对象。 可能难以搜索诸如音乐文件或学术研究者的确切内容对象,因为传统的搜索索引可能不包括相关的分层信息。 内容对象索引处理可以添加从内容对象知识索引获取的分层信息,并且将分层信息并入特定内容对象的索引条目。 这样的内容对象索引处理的应用可以是万维网搜索引擎。
    • 10. 发明授权
    • Identifying important news reports from news home pages
    • 从新闻主页识别重要的新闻报道
    • US07502789B2
    • 2009-03-10
    • US11303443
    • 2005-12-15
    • Jinyi YaoMing Jing LiWei-Ying MaZhiwei Li
    • Jinyi YaoMing Jing LiWei-Ying MaZhiwei Li
    • G06F17/30
    • G06F17/30864Y10S707/99931Y10S707/99932Y10S707/99933Y10S707/99936Y10S707/99937
    • A method and system for determining the importance of news events based on news reports published by news sources on news home pages is provided. A news system identifies news home pages that contain references to news reports on detail pages. The news system calculates the importance of a news event based on the importance of news reports reporting that news event. The news system may determine the importance of a news report based on the assumption that the importance of a news report is based on the credibility of news home pages and the importance of similar news reports. The news system may recursively define the importance of a news report based on the credibility of news home pages and the similarity to other news pages and the importance of a news home page based on the importance of its news reports and similar news reports.
    • 提供了一种基于新闻源在新闻主页上发布的新闻报道来确定新闻事件重要性的方法和系统。 新闻系统识别包含对详细页面上的新闻报道的引用的新闻主页。 新闻系统基于报道新闻事件的新闻报道的重要性来计算新闻事件的重要性。 新闻系统可以基于以下假设来确定新闻报道的重要性:新闻报道的重要性是基于新闻主页的可信度和类似新闻报道的重要性。 新闻系统可以基于新闻主页的可信度和与其他新闻页面的相似性以及基于新闻报道和类似新闻报道的重要性的新闻主页的重要性递归地定义新闻报道的重要性。