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    • 3. 发明授权
    • Systems and methods for detecting sentiment-based topics
    • 用于检测情感主题的系统和方法
    • US08356025B2
    • 2013-01-15
    • US12634269
    • 2009-12-09
    • Keke CaiYing ChenWilliam Scott SpanglerLi Zhang
    • Keke CaiYing ChenWilliam Scott SpanglerLi Zhang
    • G06F17/30
    • G06F17/2785
    • A method for analyzing sentiment comprising: collecting an object from an external content repository, the collected objects forming a content database; extracting a snippet related to the subject from the content database; calculating a sentiment score for the snippet; classifying the snippet into a sentiment category; creating sentiment taxonomy using the sentiment categories, the sentiment taxonomy classifying the snippets as positive, negative or neutral; identifying topic words within the sentiment taxonomy; classifying the topic words as a sentiment topic word candidates or a non-sentiment topic word candidate, filtering the non-sentiment topic word candidates; identifying the frequency of the non-sentiment topic words in each of the sentiment categories; identifying the importance of the non-sentiment topic word for each of the sentiment categories; and, ranking the topic word, wherein the rank is calculated by combining the frequency of the topic words in each of the categories with its importance.
    • 一种用于分析情绪的方法,包括:从外部存储库收集对象,所收集的对象形成内容数据库; 从所述内容数据库提取与所述主题相关的片段; 计算该片段的情绪分数; 将该片段分类为情感类别; 使用情绪类别创建情感分类,情绪分类法将片段分为正,负或中立; 识别情感分类学中的主题词; 将主题词分类为情感主题词候选或非情绪主题词候选,过滤非情绪主题词候选词; 识别每个情绪类别中非情绪主题词的频率; 确定每个情绪类别的非情绪主题词的重要性; 并且对主题词进行排名,其中通过将每个类别中的主题词的频率与其重要性组合来计算排名。
    • 4. 发明授权
    • Classifying documents according to readership
    • 根据读者分类文件
    • US08244724B2
    • 2012-08-14
    • US12776779
    • 2010-05-10
    • Ying ChenBin HeWilliam Scott Spangler
    • Ying ChenBin HeWilliam Scott Spangler
    • G06F17/30
    • G06F17/30707
    • One embodiment is a computer-implemented method for classifying documents in a collection of documents according to their intended readerships. The method comprises using a computer to select a document in the collection of documents; and using a computer to determine a characteristic of the selected document, the characteristic being: misleading when the document includes one or more features that are determined to be for a purpose other than reading the document; commercial when the document includes features that are presented for a commercial purpose; or personal when the document includes features of a personal opinion. The method further includes using a computer to classify the selected document as misleading, commercial, or personal according to its determined characteristic; and using a computer to repeat the steps of select document, determine a characteristic of the selected document, and classify the selected document for additional documents in the collection. At least some documents are classified as misleading, at least some documents are classified as commercial, and at least some documents are classified as personal. Other methods and computer program products are also disclosed according to even more embodiments.
    • 一个实施例是一种计算机实现的方法,用于根据其预期的读者对文档集合中的文档进行分类。 该方法包括使用计算机在文档集合中选择文档; 并且使用计算机来确定所选择的文档的特征,其特征是:当所述文档包括被确定为用于除了阅读所述文档之外的目的的一个或多个特征时具有误导性; 当文档包含为商业目的呈现的特征时,商业广告; 或个人,当文件包含个人意见的特征。 该方法还包括使用计算机根据其确定的特征将所选择的文档分类为误导,商业或个人; 并使用计算机重复选择文档的步骤,确定所选文档的特征,并将所选择的文档分类到集合中的附加文档。 至少有些文件被归类为误导性的,至少有些文件被归类为商业,至少有一些文件被归类为个人。 根据甚至更多的实施例还公开了其它方法和计算机程序产品。
    • 5. 发明申请
    • METHOD AND SYSTEM FOR VERSIONING DATA WAREHOUSES
    • 用于修改数据仓库的方法和系统
    • US20100280991A1
    • 2010-11-04
    • US12434378
    • 2009-05-01
    • YING CHENBIN HEWILLIAM SCOTT SPANGLER
    • YING CHENBIN HEWILLIAM SCOTT SPANGLER
    • G06F12/00G06F17/30G06F7/00
    • G06F17/30592
    • A method, system, and computer program product are disclosed. Exemplary embodiments of the method, system, and computer program product may include hardware, process steps, and computer program instructions for supporting versioning in a data warehouse. The data warehouse may include a data warehouse engine for creating a data warehouse including a fact table and temporary tables. Updated or new data records may be transferred into the data warehouse and bulk loaded into the temporary tables. The updated or new data records may be evaluated for attributes matching existing data records. A version number may be assigned to data records and data records may be marked as being the most current version. Updated and new data records may be bulk loaded from the temporary tables into the fact table when a version number or a version status is calculated.
    • 公开了一种方法,系统和计算机程序产品。 方法,系统和计算机程序产品的示例性实施例可以包括用于支持数据仓库中的版本控制的硬件,处理步骤和计算机程序指令。 数据仓库可以包括用于创建包括事实表和临时表的数据仓库的数据仓库引擎。 更新的或新的数据记录可能会被传输到数据仓库中并批量加载到临时表中。 可以针对与现有数据记录匹配的属性来评估更新的或新的数据记录。 可以将版本号分配给数据记录,并且可以将数据记录标记为最新版本。 当计算版本号或版本状态时,更新的新数据记录可能会从临时表批量加载到事实表中。