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1. 发明申请

US20130050232A1 VISUALIZING A SCATTER PLOT USING REAL-TIME BACKWARD REWRITE 有权
标题翻译：使用实时背景REWRITE可视化散热片
公开(公告)号：US20130050232A1
公开(公告)日：2013-02-28
申请号：US13216477
申请日：2011-08-24
申请人： Ming C. Hao , Umeshwar Dayal , Halldor Janetzko , Daniel Keim , Martha L. Lyons , Meichun Hsu
发明人： Ming C. Hao , Umeshwar Dayal , Halldor Janetzko , Daniel Keim , Martha L. Lyons , Meichun Hsu
IPC分类号： G09G5/02 , G09G5/22
CPC分类号： G09G5/02 , G06F17/20 , G06T11/206 , G09G5/22
摘要： A scatter plot that represents plural periodic time intervals is animated as new data points are received, where the animating includes performing real-time backward rewriting. The real-time backward rewriting includes overlaying a subset of previously written data points with the new data points, and painting a remainder of previously written data points outside the subset in the scatter plot, where painting the remainder of previously written data points is performed without shifting pixels corresponding to the remainder. A divider structure is drawn in the scatter plot to indicate a position in the scatter plot between a current time point and a previous time point.
摘要翻译：表示多个周期性时间间隔的散点图在接收到新的数据点时动画化，其中动画包括执行实时向后重写。实时向后重写包括将先前写入的数据点的子集与新的数据点重叠，并在散点图中在子集外部绘制剩余的先前写入的数据点，其中绘制先前写入的数据点的剩余部分而不进行移位与其余部分对应的像素。在散点图中绘制分隔符结构，以指示当前时间点和上一个时间点之间的散点图中的位置。

2. 发明授权

US08884966B2 Visualizing a scatter plot using real-time backward rewrite 有权
标题翻译：使用实时向后重写来显示散点图
公开(公告)号：US08884966B2
公开(公告)日：2014-11-11
申请号：US13216477
申请日：2011-08-24
申请人： Ming C. Hao , Umeshwar Dayal , Halldor Janetzko , Daniel Keim , Martha L. Lyons , Meichun Hsu
发明人： Ming C. Hao , Umeshwar Dayal , Halldor Janetzko , Daniel Keim , Martha L. Lyons , Meichun Hsu
IPC分类号： G06T11/20 , G09G5/02 , G06F17/20 , G09G5/22
CPC分类号： G09G5/02 , G06F17/20 , G06T11/206 , G09G5/22
摘要： A scatter plot that represents plural periodic time intervals is animated as new data points are received, where the animating includes performing real-time backward rewriting. The real-time backward rewriting includes overlaying a subset of previously written data points with the new data points, and painting a remainder of previously written data points outside the subset in the scatter plot, where painting the remainder of previously written data points is performed without shifting pixels corresponding to the remainder. A divider structure is drawn in the scatter plot to indicate a position in the scatter plot between a current time point and a previous time point.
摘要翻译：表示多个周期性时间间隔的散点图在接收到新的数据点时动画化，其中动画包括执行实时向后重写。实时向后重写包括将先前写入的数据点的子集与新的数据点重叠，并在散点图中在子集外部绘制剩余的先前写入的数据点，其中绘制先前写入的数据点的剩余部分而不进行移位与其余部分对应的像素。在散点图中绘制分隔符结构，以指示当前时间点和上一个时间点之间的散点图中的位置。

3. 发明申请

US20140055457A1 PIXEL-BASED GRAPHICAL VISUALIZATION INCLUDING A PEAK DETECTION RING 审中-公开
标题翻译：基于像素的图形可视化，包括峰值检测圈
公开(公告)号：US20140055457A1
公开(公告)日：2014-02-27
申请号：US13592747
申请日：2012-08-23
申请人： Ming C. Hao , Manish Marwah , Sebastian Mittelstaedt , Halldor Janetzko , Cullen E. Bash , Umeshwar Dayal , Meichun Hsu , Daniel Keim , Chandrakant Patel
发明人： Ming C. Hao , Manish Marwah , Sebastian Mittelstaedt , Halldor Janetzko , Cullen E. Bash , Umeshwar Dayal , Meichun Hsu , Daniel Keim , Chandrakant Patel
IPC分类号： G06T11/20
CPC分类号： G06T11/206
摘要： A method executed by a system having a processor includes arranging pixels representing attributes into a plurality of rings. Each ring contains pixels representing a time series of attribute values for a respective one of the attributes. The method further includes providing a peak detection ring. The peak detection ring includes visual indicators for indicating a location of at least one peak in an attribute in the plurality of rings.
摘要翻译：由具有处理器的系统执行的方法包括将表示属性的像素排列成多个环。每个环包含表示相应一个属性的属性值的时间序列的像素。该方法还包括提供峰值检测环。峰值检测环包括用于指示多个环中的属性中的至少一个峰值的位置的视觉指示符。

4. 发明授权

US09679401B2 Generalized scatter plots 有权
公开(公告)号：US09679401B2
公开(公告)日：2017-06-13
申请号：US12798257
申请日：2010-03-30
申请人： Ming C. Hao , Umeshwar Dayal , Daniel Keim , Halldor Janetzko , Walter Hill
发明人： Ming C. Hao , Umeshwar Dayal , Daniel Keim , Halldor Janetzko , Walter Hill
IPC分类号： G06T11/20
CPC分类号： G06T11/206
摘要： Color cell-based data placement systems, methods, and computer-readable storage media that visualize large amounts of multidimensional data on an output by rearranging data objects to variably grant more output space to areas with high data density and less output space to areas with low data density, and to variably rearrange overlapping data objects based on a number of data objects already placed at a preferred cell position for the data object.

5. 发明授权

US08972308B2 Combining multivariate time-series prediction with motif discovery 有权
标题翻译：将多变量时间序列预测与基序发现相结合
公开(公告)号：US08972308B2
公开(公告)日：2015-03-03
申请号：US13284990
申请日：2011-10-31
申请人： Ming C Hao , Umeshwar Dayal , Manish Marwah , Daniel Keim , Halldor Janetzko
发明人： Ming C Hao , Umeshwar Dayal , Manish Marwah , Daniel Keim , Halldor Janetzko
IPC分类号： G06F15/18 , G06F17/00 , G06N5/02 , G06K9/00
CPC分类号： G06F17/00 , G06K9/0055 , G06N5/02
摘要： Multivariate time-series prediction is combined with motif discovery. Multivariate time-series prediction is performed on measured (past) data points to generate or determine predicted data points. One or more motifs are discovered or determined within the combined measured data points and the predicted data points. The motifs within the measured data points are associated with the motifs within the predicted data points to permit inferences of the motifs within the measured data points to be applied to the motifs within the predicted data points. The measured data points, the predicted data points, and the motifs are displayed. User interaction with this display of the measured data points, the predicted data points, and the motifs is permitted.
摘要翻译：多元时间序列预测与图案发现相结合。对测量（过去）数据点执行多变量时间序列预测，以生成或确定预测数据点。在组合的测量数据点和预测数据点内发现或确定一个或多个基序。测量数据点内的图案与预测数据点内的图案相关联，以允许测量数据点内的图案的推断，以应用于预测数据点内的图案。显示测量数据点，预测数据点和图案。用户与测量数据点，预测数据点和图案的显示的交互是允许的。

6. 发明申请

US20130110753A1 Combining multivariate time-series prediction with motif discovery 有权
公开(公告)号：US20130110753A1
公开(公告)日：2013-05-02
申请号：US13284990
申请日：2011-10-31
申请人： Ming C. Hao , Umeshwar Dayal , Manish Marwah , Daniel Keim , Halldor Janetzko
发明人： Ming C. Hao , Umeshwar Dayal , Manish Marwah , Daniel Keim , Halldor Janetzko
IPC分类号： G06F17/00 , G06N5/02
CPC分类号： G06F17/00 , G06K9/0055 , G06N5/02
摘要： Multivariate time-series prediction is combined with motif discovery. Multivariate time-series prediction is performed on measured (past) data points to generate or determine predicted data points. One or more motifs are discovered or determined within the combined measured data points and the predicted data points. The motifs within the measured data points are associated with the motifs within the predicted data points to permit inferences of the motifs within the measured data points to be applied to the motifs within the predicted data points. The measured data points, the predicted data points, and the motifs are displayed. User interaction with this display of the measured data points, the predicted data points, and the motifs is permitted.

7. 发明申请

US20110242106A1 Generalized scatter plots 有权
标题翻译：广义散点图
公开(公告)号：US20110242106A1
公开(公告)日：2011-10-06
申请号：US12798257
申请日：2010-03-30
申请人： Ming C. Hao , Umeshwar Dayal , Daniel Keim , Halldor Janetzko , Walter Hill
发明人： Ming C. Hao , Umeshwar Dayal , Daniel Keim , Halldor Janetzko , Walter Hill
IPC分类号： G06T11/20 , G06F3/048
CPC分类号： G06T11/206
摘要： Color cell-based data placement systems, methods, and computer-readable storage media that visualize large amounts of multidimensional data on an output by rearranging data objects to variably grant more output space to areas with high data density and less output space to areas with low data density, and to variably rearrange overlapping data objects based on a number of data objects already placed at a preferred cell position for the data object.
摘要翻译：基于颜色单元的数据放置系统，方法和计算机可读存储介质，其通过重新排列数据对象来可视化输出上的大量多维数据，以将具有高数据密度和较少输出空间的区域的更多输出空间授予更多的输出空间到具有低数据密度，并且可以基于已经放置在数据对象的优选单元位置的多个数据对象来可变地重排重叠的数据对象。

8. 发明申请

US20130278623A1 PROVIDING A CORRELATION RING FOR INDICATING CORRELATION BETWEEN ATTRIBUTES 审中-公开
标题翻译：提供用于指示属性之间的相关性的相关环
公开(公告)号：US20130278623A1
公开(公告)日：2013-10-24
申请号：US13450598
申请日：2012-04-19
申请人： MING C. HAO , Manish Marwah , Umeshwar Dayal , Cullen E. Bash , Sebastian Mittelstädt , Halldór Janetzko , Daniel Keim , Yuan Chen , Chandrakant Patel , Meichun Hsu
发明人： MING C. HAO , Manish Marwah , Umeshwar Dayal , Cullen E. Bash , Sebastian Mittelstädt , Halldór Janetzko , Daniel Keim , Yuan Chen , Chandrakant Patel , Meichun Hsu
IPC分类号： G09G5/00
CPC分类号： G09G5/00 , G09G2340/14
摘要： Pixels representing attributes of data records are into discrete rings of a graphical visualization, where the discrete rings correspond to respective ones of the attributes, and where the pixels are arranged in each of the discrete rings according to time intervals of the data records. A correlation ring is provided in the graphical visualization in addition to the discrete rings, where the correlation ring has visual indicators for indicating degrees of correlation between at least two of the attributes.
摘要翻译：表示数据记录的属性的像素是图形可视化的离散环，其中离散环对应于属性中的相应属性，并且其中像素根据数据记录的时间间隔排列在每个离散环中。除了离散环之外，在图形可视化中提供相关环，其中相关环具有用于指示至少两个属性之间的相关度的视觉指示符。

9. 发明授权

US07221474B2 Method for visualizing large volumes of multiple-attribute data without aggregation using a pixel bar chart 有权
标题翻译：使用像素条形图可视化大量多个属性数据而不进行聚合的方法
公开(公告)号：US07221474B2
公开(公告)日：2007-05-22
申请号：US09917393
申请日：2001-07-27
申请人： Ming C. Hao , Julian Ladisch , Umeshwar Dayal , Meichun Hsu , Daniel Keim
发明人： Ming C. Hao , Julian Ladisch , Umeshwar Dayal , Meichun Hsu , Daniel Keim
IPC分类号： G06K15/00
CPC分类号： G06T11/206
摘要： A method for graphically presenting large volumes of data without aggregation using a pixel bar chart. Records having multiple attributes are sorted for constructing a graphically displayable array, wherein the graphically displayable array comprises a plurality of pixels. Each pixel represents one record. The non-aggregation data visualization technique of the present invention provides solutions to meet the need of automatic data preparation for the visual data mining of massive data volumes. The present invention effectively uses screen space to represent each record without cluttering the display, allowing a user to easily discover patterns and correlations. The present invention provides a visual impression by representing the value of a record by a color and representing the number of records by the area of a group. With “drill down” capability, a user can navigate through each record to find detail information. Each record is represented by one pixel, allowing millions of records to be displayed at the same time. Each individual record can be accessed interactively, by allowing direct access to the detail data by picking at single pixels.
摘要翻译：使用像素条形图图形化地呈现大量数据而不进行聚合的方法。对具有多个属性的记录进行排序以构建图形可显示阵列，其中图形可显示阵列包括多个像素。每个像素代表一个记录。本发明的非聚合数据可视化技术提供了满足大量数据量的视觉数据挖掘的自动数据准备的需要的解决方案。本发明有效地使用屏幕空间来表示每个记录而不会使显示器混乱，从而允许用户容易地发现图案和相关性。本发明通过用颜色表示记录的值并且通过组的区域表示记录的数量来提供视觉印象。通过“下钻”功能，用户可以浏览每个记录以查找详细信息。每个记录由一个像素表示，允许同时显示数百万条记录。可以通过交互方式来访问每个单独的记录，方法是通过单个像素选择直接访问细节数据。

10. 发明申请

US20130194272A1 PLACING PIXELS ACCORDING TO ATTRIBUTE VALUES IN POSITIONS IN A GRAPHICAL VISUALIZATION THAT CORRESPOND TO GEOGRAPHIC LOCATIONS 审中-公开
标题翻译：根据与地理位置相关的图形可视化中的位置的属性值放置像素
公开(公告)号：US20130194272A1
公开(公告)日：2013-08-01
申请号：US13363602
申请日：2012-02-01
申请人： MING C. HAO , Halldór Janetzko , Daniel Keim , Umeshwar Dayal , Lars-Erik Haug , Meichun Hsu
发明人： MING C. HAO , Halldór Janetzko , Daniel Keim , Umeshwar Dayal , Lars-Erik Haug , Meichun Hsu
IPC分类号： G06T11/20
CPC分类号： G06T11/206
摘要： Data records representing user feedback are received, where the data records are associated with geometric coordinates. Pixels representing the corresponding data records are placed in positions in a graphical visualization according to the geometric coordinates of the data records, where the positions correspond to geographic locations. A subset of the pixels sharing a particular set of geometric coordinates is placed in a subregion of nearby positions in the graphical representation, where the pixels in the subset are placed in an order in the subregion according to values of an attribute of the data records corresponding to the pixels in the subset.
摘要翻译：接收表示用户反馈的数据记录，其中数据记录与几何坐标相关联。表示相应数据记录的像素根据数据记录的几何坐标被放置在图形可视化中的位置，其中位置对应于地理位置。共享特定几何坐标组的像素的子集被放置在图形表示中的附近位置的子区域中，其中子集中的像素根据对应于数据记录的属性的值而以该子区域中的顺序放置到子集中的像素。

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