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1. 发明授权

US08176476B2 Analyzing software usage with instrumentation data 有权
标题翻译：使用仪器数据分析软件使用情况
公开(公告)号：US08176476B2
公开(公告)日：2012-05-08
申请号：US11818611
申请日：2007-06-15
申请人： Yantao Li , Adnan Azfar Mahmud , Wenli Zhu , Haidong Zhang , Shuguang Ye , Bing Sun , Qiang Wang , Yingnong Dang , Guowei Liu , Min Wang , Jian Wang
发明人： Yantao Li , Adnan Azfar Mahmud , Wenli Zhu , Haidong Zhang , Shuguang Ye , Bing Sun , Qiang Wang , Yingnong Dang , Guowei Liu , Min Wang , Jian Wang
IPC分类号： G06F9/44
CPC分类号： G06F11/3414 , G06F11/3438 , G06F11/3447 , G06F11/3476
摘要： Described is a technology by which software instrumentation data collected from user program sessions are analyzed to output an analysis report or the like via example methods and an architecture configured for efficient operation. A client component queries a service for analysis related information. To process the query, the service works with a data manager, and via a high dimensional analysis component may use information processed from the software instrumentation data, such as in the form of one or more inverted indexes and/or raw value files. The service may include a usage analysis component, a feature recognition component that locates features from command sequences, a user recognition component and/or a program reliability component. One or more counterpart components at the client may generate analysis reports or the like based on the query results. The client also may maintain user libraries and feature libraries to facilitate analyses.
摘要翻译：描述了通过对用户程序会话收集的软件仪表数据进行分析以通过示例方法和配置为有效操作的架构来输出分析报告等的技术。客户端组件向服务查询分析相关信息。为了处理查询，该服务与数据管理器一起工作，并且通过高维分析组件可以使用从软件工具数据处理的信息，例如以一个或多个反向索引和/或原始值文件的形式。该服务可以包括使用分析组件，从命令序列定位特征的特征识别组件，用户识别组件和/或程序可靠性组件。客户端上的一个或多个对应组件可以基于查询结果生成分析报告等。客户端还可以维护用户库和功能库，以便于分析。

2. 发明授权

US07739666B2 Analyzing software users with instrumentation data and user group modeling and analysis 失效
标题翻译：使用仪器数据和用户组建模和分析分析软件用户
公开(公告)号：US07739666B2
公开(公告)日：2010-06-15
申请号：US11818610
申请日：2007-06-15
申请人： Wenli Zhu , Yantao Li , Qiang Wang , Haidong Zhang , Bing Sun , Shuguang Ye , Min Wang , Jian Wang
发明人： Wenli Zhu , Yantao Li , Qiang Wang , Haidong Zhang , Bing Sun , Shuguang Ye , Min Wang , Jian Wang
IPC分类号： G06F9/44
CPC分类号： G06F11/321 , G06F11/328 , G06F11/3414 , G06F11/3466 , G06F11/3604 , G06F2201/81 , G06F2201/865 , G06F2201/88
摘要： Described is a technology by which software instrumentation data collected from user program sessions are analyzed, including by determining program usage metrics and/or command usage metrics. Information representative of the program usage metrics and/or the command usage metrics is output, such as in the form of a report. The software instrumentation data may be further analyzed, such as to determine at least one usage trend over time, and to determine user groups. For example, a usage subset of sessions that meet specified session usage criteria based on a set of session data may be located, along with a subset of users based on users whose sessions meet specified user criteria. The usage and user subsets may be combined via Boolean logic to produce a result set.
摘要翻译：描述了通过其分析从用户程序会话收集的软件仪表数据的技术，包括通过确定程序使用度量和/或命令使用度量。输出代表程序使用度量和/或命令使用度量的信息，例如以报告的形式。可以进一步分析软件测试数据，例如确定随时间的至少一个使用趋势，并确定用户组。例如，可以基于一组会话数据来满足指定的会话使用准则的会话的使用子集，以及基于其会话满足指定用户标准的用户的用户子集。使用和用户子集可以通过布尔逻辑组合以产生结果集。

3. 发明申请

US20080313633A1 Software feature usage analysis and reporting 有权
标题翻译：软件功能使用分析和报告
公开(公告)号：US20080313633A1
公开(公告)日：2008-12-18
申请号：US11818600
申请日：2007-06-15
申请人： Wenli Zhu , Yantao Li , Qiang Wang , Min Wang , Adnan Azfar Mahmud , Jian Wang , Haidong Zhang , Bing Sun , Guowei Liu , Shuguang Ye
发明人： Wenli Zhu , Yantao Li , Qiang Wang , Min Wang , Adnan Azfar Mahmud , Jian Wang , Haidong Zhang , Bing Sun , Guowei Liu , Shuguang Ye
IPC分类号： G06F9/46
CPC分类号： G06F11/3466 , G06F2201/865
摘要： Described is a technology for analyzing usage of a software program's features. Software instrumentation data is during actual user program usage sessions. The collected data is then processed to determine various feature usage counts and other information, cross-feature usage (e.g., among users who use a feature, how many use another feature or program), and characteristics of feature users, e.g., how long, how much, how often and how extensive feature users use a program. Session analysis may be performed to provide information about the number of sessions in which a set of features occur. Feature usage trends over time may also be determined via analysis. A user interface is described for facilitating selection of one or more features to analyze, for facilitating selection of a group of users, and/or for outputting results corresponding to the analysis.
摘要翻译：描述了一种用于分析软件程序功能的使用的技术。软件测试数据是在实际的用户程序使用会话期间。然后处理所收集的数据以确定各种特征使用计数和其他信息，交叉特征使用（例如，在使用特征的用户中，使用另一个特征或程序的用户数量）以及特征用户的特征，例如多长时间，用户使用程序多少，多长时间以及广泛的功能。可以执行会话分析以提供关于一组特征出现的会话数量的信息。随着时间的推移，功能使用趋势也可以通过分析来确定。描述用户界面以便于选择一个或多个特征以分析，以便于选择一组用户，和/或用于输出对应于该分析的结果。

4. 发明申请

US20080313149A1 Analyzing software usage with instrumentation data 有权
标题翻译：使用仪器数据分析软件使用情况
公开(公告)号：US20080313149A1
公开(公告)日：2008-12-18
申请号：US11818611
申请日：2007-06-15
申请人： Yanato Li , Adnan Azfar Mahmud , Wenli Zhu , Haidong Zhang , Shuguang Ye , Bing Sun , Qiang Wang , Yingnong Dang , Guowei Liu , Min Wang , Jian Wang
发明人： Yanato Li , Adnan Azfar Mahmud , Wenli Zhu , Haidong Zhang , Shuguang Ye , Bing Sun , Qiang Wang , Yingnong Dang , Guowei Liu , Min Wang , Jian Wang
IPC分类号： G06F17/30
CPC分类号： G06F11/3414 , G06F11/3438 , G06F11/3447 , G06F11/3476
摘要： Described is a technology by which software instrumentation data collected from user program sessions are analyzed to output an analysis report or the like via example methods and an architecture configured for efficient operation. A client component queries a service for analysis related information. To process the query, the service works with a data manager, and via a high dimensional analysis component may use information processed from the software instrumentation data, such as in the form of one or more inverted indexes and/or raw value files. The service may include a usage analysis component, a feature recognition component that locates features from command sequences, a user recognition component and/or a program reliability component. One or more counterpart components at the client may generate analysis reports or the like based on the query results. The client also may maintain user libraries and feature libraries to facilitate analyses.
摘要翻译：描述了通过对用户程序会话收集的软件仪表数据进行分析以通过示例方法和配置为有效操作的架构来输出分析报告等的技术。客户端组件向服务查询分析相关信息。为了处理查询，该服务与数据管理器一起工作，并且通过高维分析组件可以使用从软件工具数据处理的信息，例如以一个或多个反向索引和/或原始值文件的形式。该服务可以包括使用分析组件，从命令序列定位特征的特征识别组件，用户识别组件和/或程序可靠性组件。客户端上的一个或多个对应组件可以基于查询结果生成分析报告等。客户端还可以维护用户库和功能库，以便于分析。

5. 发明申请

US20060062466A1 Mathematical expression recognition 有权
公开(公告)号：US20060062466A1
公开(公告)日：2006-03-23
申请号：US11155604
申请日：2005-06-20
申请人： Yu Zou , Lei Huang , Mingqing Xu , Jian-Lai Zhou , Yue Li , Dongmei Zhang , Xiaohui Hou , Wenli Zhu , Hongyun Yang , Xianfang Wang , Jiang Wu , Jian Wang
发明人： Yu Zou , Lei Huang , Mingqing Xu , Jian-Lai Zhou , Yue Li , Dongmei Zhang , Xiaohui Hou , Wenli Zhu , Hongyun Yang , Xianfang Wang , Jiang Wu , Jian Wang
IPC分类号： G06K9/18
CPC分类号： G06K9/222
摘要： A mechanism for recognizing and inputting handwritten mathematical expressions into a computer by providing a multi-path framework is described. The framework may include symbol grouping and recognition, tabular structure analysis, subordinate sub-expression analysis, subscript/superscript analysis and character determination, and semantic structure analysis components. A method for recognizing a handwritten mathematical expression includes receiving a plurality of input strokes corresponding to a handwritten mathematical expression and providing a candidate list of recognized candidate expressions based upon the input strokes. Input strokes are grouped into symbols, tabular structures are determined, dominant symbol candidates and subordinate symbols are determined, and subscript and superscript structures are determined.

6. 发明申请

US20050128181A1 Multi-modal handwriting recognition correction 有权
标题翻译：多模式手写识别校正
公开(公告)号：US20050128181A1
公开(公告)日：2005-06-16
申请号：US10734305
申请日：2003-12-15
申请人： Jian Wang , Jian-Lai Zhou , Jiang Wu , Hongyun Yang , Xianfang Wang , Wenli Zhu
发明人： Jian Wang , Jian-Lai Zhou , Jiang Wu , Hongyun Yang , Xianfang Wang , Wenli Zhu
IPC分类号： G06F17/00 , G06K9/00 , G10L15/22 , G10L15/24
CPC分类号： G10L15/24 , G06K9/00436 , G06K9/00872
摘要： Systems, methods, and computer-readable media for processing electronic ink receive an electronic ink input; convert the electronic ink input to a first machine-generated object using handwriting recognition; display the first machine-generated object on a display; receive speech input; convert the speech input to a second machine-generated object using speech recognition; generate a list of machine-generated objects based on the electronic ink input, the list including the first machine-generated object and alternative machine-generated objects and functioning as a dictionary for converting the speech input; and replace the first machine-generated object with the second machine-generated object. The machine-generated objects may correspond to words, lines, and/or other groupings of machine-generated text. A user may confirm that the second machine-generated object should replace the first machine-generated object and the system will perform the replacement. The systems and methods may generate a list of alternative machine-generated object candidates to the first machine-generated object based on handwriting recognition of the electronic ink input alone or in combination with a statistical language model.
摘要翻译：用于处理电子墨水的系统，方法和计算机可读介质接收电子墨水输入; 使用手写识别将电子墨水输入转换为第一机器生成对象; 在显示器上显示第一台机器生成的对象; 接收语音输入; 使用语音识别将语音输入转换为第二机器生成对象; 基于电子墨水输入生成机器生成对象的列表，该列表包括第一机器生成的对象和替代的机器生成的对象，并且用作用于转换语音输入的字典; 并用第二个机器生成的对象替换第一个机器生成的对象。机器生成的对象可以对应于机器生成的文本的单词，行和/或其他分组。用户可以确认第二机器生成的对象应该替换第一个机器生成的对象，并且系统将执行替换。系统和方法可以基于单独的电子墨水输入的手写识别或者与统计语言模型结合来生成针对第一机器生成对象的备选的机器生成对象候选的列表。

7. 发明申请

US20100191753A1 Extracting Patterns from Sequential Data 有权
标题翻译：从顺序数据提取模式
公开(公告)号：US20100191753A1
公开(公告)日：2010-07-29
申请号：US12359343
申请日：2009-01-26
申请人： Jie Su , Min Chu , Wenli Zhu , Jian Wang
发明人： Jie Su , Min Chu , Wenli Zhu , Jian Wang
IPC分类号： G06F17/30
CPC分类号： G06F17/30985 , G06F3/038
摘要： Described is a technology in which sequential data, such as application program command sequences, are processed into patterns, such as for use in analyzing program usage. In one aspect, sequential data may be first transformed via state machines that remove repeated data, group similar data into sub-sequences, and/or remove noisy data. The transformed data is then segmented into units. A pattern extraction mechanism extracts patterns from the units into a pattern set, by calculating a stability score (e.g., a mutual information score) between succeeding units, selecting the pair of units having the most stability (e.g., the highest score), and adding corresponding information for that pair into the pattern set. Pattern extraction is iteratively repeated until a stopping criterion is met, e.g., the pattern set reaches a defined size, or when the stability score is smaller than a pre-set threshold.
摘要翻译：描述了一种技术，其中诸如应用程序命令序列的顺序数据被处理成模式，例如用于分析程序使用。在一个方面，顺序数据可以首先通过去除重复数据，将相似数据分组成子序列和/或去除噪声数据的状态机进行变换。然后将转换后的数据分割成单位。模式提取机制通过计算后续单元之间的稳定性分数（例如，相互信息得分），选择具有最稳定性的单元对（例如，最高分数），将模型从单元提取到模式集中，并且添加该对的对应信息进入模式集。迭代重复模式提取，直到满足停止标准，例如，模式集达到定义的大小，或当稳定性分数小于预设阈值时。

8. 发明申请

US20080312899A1 Software feature modeling and recognition 有权
标题翻译：软件特征建模与识别
公开(公告)号：US20080312899A1
公开(公告)日：2008-12-18
申请号：US11818596
申请日：2007-06-15
申请人： Yantao Li , Bing Sun , Shuguang Ye , Guowei Liu , Wenli Zhu , Haidong Zhang , Min Wang , Jian Wang
发明人： Yantao Li , Bing Sun , Shuguang Ye , Guowei Liu , Wenli Zhu , Haidong Zhang , Min Wang , Jian Wang
IPC分类号： G06F9/45 , G06F3/048
CPC分类号： G06F11/28
摘要： Described is a technology by which software program feature usage is located within a sequence of commands collected during program usage sessions. For example, feature generally corresponds to a series of commands, such as copy and paste. A visual modeling component is controlled via drag-and-drop operations to describe a feature model, which is then compiled by a compiler into a finite state machine. Noise models may be used to exclude any command in the sequence that is irrelevant to the feature usage. A recognition process uses the finite state machine to locate program feature usage within the sequence of recorded commands by matching command sub-sequences corresponding to the feature model via the state machine. An analyzer may then use the located matches to provide an analysis report on feature usage.
摘要翻译：描述了软件程序特征使用位于在程序使用会话期间收集的一系列命令中的技术。例如，特征通常对应于一系列命令，例如复制和粘贴。视觉建模组件通过拖放操作进行控制，以描述特征模型，然后将其由编译器编译成有限状态机。噪声模型可用于排除序列中与特征使用无关的任何命令。识别过程使用有限状态机通过状态机匹配与特征模型对应的命令子序列来定位记录命令序列内的节目特征使用。然后，分析仪可以使用定位的匹配来提供关于特征使用的分析报告。

9. 发明授权

US06529217B1 System and method for graphically displaying a set of data fields 有权
标题翻译：用于图形显示一组数据字段的系统和方法
公开(公告)号：US06529217B1
公开(公告)日：2003-03-04
申请号：US09333737
申请日：1999-06-15
申请人： Justin M. Maguire, III , David L. Stearns , Jeanell D. Sullivan , Andrew J. Verprauskus , Wenli Zhu
发明人： Justin M. Maguire, III , David L. Stearns , Jeanell D. Sullivan , Andrew J. Verprauskus , Wenli Zhu
IPC分类号： G09G500
CPC分类号： G06F17/246 , G06F3/0486
摘要： A method for graphically displaying a set of data fields includes creating a graphical display of a set of data fields through the use of icons and drop areas. To graphically display the data fields, a user first selects a range of data points, grouped into data fields, to be included in the graphical display. A list of icons corresponding to each of the data fields is then generated. A graph template is displayed, comprising a set of drop areas and a field list. The icons are displayed within the field list. Each drop area displays a watermark and may receive a number of icons. A user may drag and drop an icon from the field list into any one of the drop areas, which causes the data field associated with that icon to be graphically displayed in a manner dependent on the drop area.
摘要翻译：用于图形显示一组数据字段的方法包括通过使用图标和丢弃区域来创建一组数据字段的图形显示。为了以图形方式显示数据字段，用户首先选择要包括在图形显示中的数据点的分组数据点。然后生成与每个数据字段对应的图标的列表。显示图形模板，包括一组放置区域和一个字段列表。图标显示在字段列表中。每个下降区域都显示一个水印，并可能会收到一些图标。用户可以将字段列表中的图标拖放到任何一个丢弃区域中，这导致与该图标相关联的数据字段以取决于丢弃区域的方式以图形方式显示。

10. 发明授权

US08335757B2 Extracting patterns from sequential data 有权
标题翻译：从顺序数据提取模式
公开(公告)号：US08335757B2
公开(公告)日：2012-12-18
申请号：US12359343
申请日：2009-01-26
申请人： Jie Su , Min Chu , Wenli Zhu , Jian Wang
发明人： Jie Su , Min Chu , Wenli Zhu , Jian Wang
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06F17/30985 , G06F3/038
摘要： Described is a technology in which sequential data, such as application program command sequences, are processed into patterns, such as for use in analyzing program usage. In one aspect, sequential data may be first transformed via state machines that remove repeated data, group similar data into sub-sequences, and/or remove noisy data. The transformed data is then segmented into units. A pattern extraction mechanism extracts patterns from the units into a pattern set, by calculating a stability score (e.g., a mutual information score) between succeeding units, selecting the pair of units having the most stability (e.g., the highest score), and adding corresponding information for that pair into the pattern set. Pattern extraction is iteratively repeated until a stopping criterion is met, e.g., the pattern set reaches a defined size, or when the stability score is smaller than a pre-set threshold.
摘要翻译：描述了一种技术，其中诸如应用程序命令序列的顺序数据被处理成模式，例如用于分析程序使用。在一个方面，顺序数据可以首先通过去除重复数据，将相似数据分组成子序列和/或去除噪声数据的状态机进行变换。然后将转换后的数据分割成单位。模式提取机制通过计算后续单元之间的稳定性分数（例如，相互信息得分），选择具有最稳定性的单元对（例如，最高分数），将模型从单元提取到模式集中，并且添加该对的对应信息进入模式集。迭代重复模式提取，直到满足停止标准，例如，模式集达到定义的大小，或当稳定性分数小于预设阈值时。

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