公开(公告)号：US10509800B2

公开(公告)日：2019-12-17

申请号：US15519734

申请日：2015-01-23

Applicant: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.

Inventor： Ming C Hao ,  Wei-Nchih Lee ,  Nelson L Chang ,  Michael Hund ,  Daniel Keim

IPC: G06F16/26 ,  G06F16/2458 ,  G06F16/248 ,  G06F3/0484

Abstract: Visually interactive identification of a cohort of similar data objects is disclosed. One example is a system including a data processor to access a plurality of data objects, each data object comprising a plurality of numerical components, where each component represents a data feature of a plurality of data features, and to identify, for each data feature, a feature distribution of the numerical components. A selector selects a sub-plurality of the data features of a query object, where a given data feature is selected if the component representing the given data feature is a peak for the feature distribution. An evaluator determines a similarity measure based on the sub-plurality of the data features. An interaction processor iteratively processes selection of a sub-plurality of the data features based on domain knowledge, and identifies, based on the similarity measures, a cohort of data objects similar to the query object.

公开(公告)号：US09262991B2

公开(公告)日：2016-02-16

申请号：US14188099

申请日：2014-02-24

Applicant: Hewlett-Packard Development Company, L.P.

Inventor： Ming C. Hao ,  Michael Hund ,  Wei-Nchih Lee ,  Halldor Janetzko ,  Nelson L. Chang ,  Daniel Keim ,  Sebastian Mittelstaedt

IPC: G06T11/00 ,  G06T11/60 ,  G06T11/20 ,  G06T5/00 ,  G06T3/40 ,  G09G5/02 ,  G09G5/377

CPC classification number: G06T11/20 ,  G06F19/00 ,  G06F19/328 ,  G06K9/4652 ,  G06K9/52 ,  G06K2009/4666 ,  G06T3/0093 ,  G06T3/40 ,  G06T5/002 ,  G06T7/60 ,  G06T11/206 ,  G06T11/60 ,  G09G5/02 ,  G09G5/377 ,  G09G2340/0407 ,  G09G2340/14 ,  G16H50/80

Abstract: According to an example, in a method for displaying visual analytics of entity data, geographic locations of entities may be plotted as first pixel cells on a first region and as second pixel cells on a second region of a geographic map. A determination may be made that the first pixel cells have a higher degree of overlap with each other in the first region compared to the second pixel cells in the second region. The geographic map may be distorted to enlarge the first region and the first pixel cells may be arranged in the first region in a manner that prevents the first pixel cells from overlapping each other. A color value for each of the pixel cells may be determined from a multi-paired color map that represents two variables corresponding to the entities by color and the pixel cells may be caused to be displayed on the distorted geographic map according to the determined respective color values.

Abstract translation: 根据示例，在用于显示实体数据的视觉分析的方法中，实体的地理位置可以被绘制为第一区域上的第一像素单元，以及作为地理地图的第二区域上的第二像素单元。 可以确定与第二区域中的第二像素单元相比，第一像素单元在第一区域中具有较高的重叠程度。 地理地图可能被失真以扩大第一区域，并且第一像素单元可以以防止第一像素单元彼此重叠的方式布置在第一区域中。 每个像素单元的颜色值可以从表示根据颜色对应于实体的两个变量的多对彩色图确定，并且可以根据确定的相应颜色使像素单元显示在失真的地理图上 价值观。

公开(公告)号：US11138216B2

公开(公告)日：2021-10-05

申请号：US15539850

申请日：2015-02-20

Applicant: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.

Inventor： Ming C Hao ,  Michael Hund ,  Nelson L Chang ,  Riddhiman Ghosh ,  Gregory William Cook ,  Kevin Smathers ,  Arun Kumar Paruchuri ,  Renato Keshet

IPC: H04L12/18 ,  G06F16/248

Abstract: A unified visualization interface is disclosed. One example is a system including an association module, a multicasting module, a data sharing module, and a unified visualization interface. The association module associates an identified event in a first visualization system with a visualization function. The multicasting module stores event data related to the identified event and the associated visualization function in a shared data source, and multicasts the identified event to a second visualization system. The data sharing module associates the event data with characteristics of the first visualization system, and shares, in response to the multicast of the identified event, the shared data source with the second visualization system. The unified visualization interface automatically invokes, without software changes, the second visualization system in response to the multicast of the identified event, the invoking based on the shared data source including the characteristics of the first visualization system.

公开(公告)号：US20150243247A1

公开(公告)日：2015-08-27

申请号：US14188099

申请日：2014-02-24

Applicant: Hewlett-Packard Development Company, L.P.

Inventor： Ming C. Hao ,  Michael Hund ,  Wei-Nchih Lee ,  Halldor Janetzko ,  Nelson L. Chang ,  Daniel Keim ,  Sebastian Mittelstaedt

IPC: G09G5/02 ,  G06T11/20 ,  G06T3/40 ,  G09G5/377 ,  G06T5/00

CPC classification number: G06T11/20 ,  G06F19/00 ,  G06F19/328 ,  G06K9/4652 ,  G06K9/52 ,  G06K2009/4666 ,  G06T3/0093 ,  G06T3/40 ,  G06T5/002 ,  G06T7/60 ,  G06T11/206 ,  G06T11/60 ,  G09G5/02 ,  G09G5/377 ,  G09G2340/0407 ,  G09G2340/14 ,  G16H50/80

Abstract: According to an example, in a method for displaying visual analytics of entity data, geographic locations of entities may be plotted as first pixel cells on a first region and as second pixel cells on a second region of a geographic map. A determination may be made that the first pixel cells have a higher degree of overlap with each other in the first region compared to the second pixel cells in the second region. The geographic map may be distorted to enlarge the first region and the first pixel cells may be arranged in the first region in a manner that prevents the first pixel cells from overlapping each other. A color value for each of the pixel cells may be determined from a multi-paired color map that represents two variables corresponding to the entities by color and the pixel cells may be caused to be displayed on the distorted geographic map according to the determined respective color values.

Abstract translation: 根据示例，在用于显示实体数据的视觉分析的方法中，实体的地理位置可以被绘制为第一区域上的第一像素单元，以及作为地理地图的第二区域上的第二像素单元。 可以确定与第二区域中的第二像素单元相比，第一像素单元在第一区域中具有较高的重叠程度。 地理地图可能被失真以扩大第一区域，并且第一像素单元可以以防止第一像素单元彼此重叠的方式布置在第一区域中。 每个像素单元的颜色值可以从表示根据颜色对应于实体的两个变量的多对彩色图确定，并且可以根据确定的相应颜色使像素单元显示在失真的地理图上 价值观。

公开(公告)号：US20150116329A1

公开(公告)日：2015-04-30

申请号：US14067328

申请日：2013-10-30

Applicant: Hewlett-Packard Development Company, L.P.

Inventor： Ming C. Hao ,  Wei-Nchih Lee ,  Michael Hund ,  Halldor Janetzko ,  Nelson L. Chang ,  Daniel Keim

IPC: G06T11/20

CPC classification number: G06T11/206 ,  G16H50/70 ,  G16H50/80

Abstract: A multi-attribute visualization is generated that includes non-overlapped cells that represent respective items. The cells are placed in the visualization according to geographic locations associated with the items, and the cells being assigned visual indicators to represent a first attribute of the items. The cells are arranged in clusters in the visualization, where a size of a particular one of the clusters indicates a second attribute representing a number of cases associated with a corresponding one of the items. Multiple coordinated views of the cells are presented in the visualization, the multiple views corresponding to respective different time intervals.

Abstract translation: 生成多属性可视化，其包括表示相应项目的非重叠单元格。 根据与项目相关联的地理位置，将单元格放置在可视化中，并且为单元格分配视觉指示符以表示项目的第一属性。 小区在可视化中被排列成群集，其中特定群集的大小指示表示与相应项之一相关联的多个情况的第二属性。 在可视化中呈现单元的多个协调视图，对应于各个不同时间间隔的多个视图。

公开(公告)号：US09224223B2

公开(公告)日：2015-12-29

申请号：US13871924

申请日：2013-04-26

Applicant: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.

Inventor： Ming C. Hao ,  Manish Marwah ,  Michael Hund ,  Sebastian Mittelstaedt ,  Umeshwar Dayal ,  Meichun Hsu ,  Cullen E. Bash ,  Daniel Keim

IPC: G06T11/20 ,  G06F3/0484

CPC classification number: G06T11/206 ,  G06F3/048 ,  G06F3/0484

Abstract: Visual analytics using multivariate concentric rings with a visual start time mechanism includes displaying an interactive graph where the interactive graph has multiple concentric rings that have multiple cells that represent sequential time periods. The concentric rings form a time unit that starts at an origin and ends at a time unit end and also has a pre-nonorigin starting section and a post-nonorigin starting section. A color is displayed in the cells to represent measurements associated with time stamps corresponding to cells in the post-nonorigin starting section. Further, a background color is displayed in cells of the pre-nonorigin starting section. The cells in the pre-nonorigin starting section are reused by displaying a color to represent metrics associated with time stamps belonging to a subsequent time unit.

Abstract translation: 使用具有可视启动时间机制的多变量同心环的视觉分析包括显示交互图，其中交互图具有多个同心环，其具有表示连续时间段的多个单元。 同心环形成时间单位，起始于原点并在时间单位末端结束，并且还具有前非诺里金起始部分和后非原始启动部分。 在单元格中显示颜色以表示与后非诺里金起始部分中的细胞相对应的时间标记相关联的测量。 此外，在前非原始码开始部分的单元格中显示背景颜色。 通过显示颜色以代表与属于后续时间单位的时间标记相关联的度量来重新使用前非诺里金开始部分中的单元。

公开(公告)号：US20140325417A1

公开(公告)日：2014-10-30

申请号：US13871924

申请日：2013-04-26

Applicant: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.

Inventor： Ming C. Hao ,  Manish Marwah ,  Michael Hund ,  Sebastian Mittelstaedt ,  Umeshwar Dayal ,  Meichun Hsu ,  Cullen E. Bash ,  Daniel Keim

IPC: G06F3/0484

CPC classification number: G06T11/206 ,  G06F3/048 ,  G06F3/0484

Abstract: Visual analytics using multivariate concentric rings with a visual start time mechanism includes displaying an interactive graph where the interactive graph has multiple concentric rings that have multiple cells that represent sequential time periods. The concentric rings form a time unit that starts at an origin and ends at a time unit end and also has a pre-nonorigin starting section and a post-nonorigin starting section. A color is displayed in the cells to represent measurements associated with time stamps corresponding to cells in the post-nonorigin starting section. Further, a background color is displayed in cells of the pre-nonorigin starting section. The cells in the pre-nonorigin starting section are reused by displaying a color to represent metrics associated with time stamps belonging to a subsequent time unit.

Abstract translation: 使用具有可视启动时间机制的多变量同心环的视觉分析包括显示交互图，其中交互图具有多个同心环，其具有表示连续时间段的多个单元。 同心环形成时间单位，起始于原点并在时间单位末端结束，并且还具有前非诺里金起始部分和后非原始启动部分。 在单元格中显示颜色以表示与后非诺里金起始部分中的细胞相对应的时间标记相关联的测量。 此外，在前非原始码开始部分的单元格中显示背景颜色。 通过显示颜色以代表与属于后续时间单位的时间标记相关联的度量来重新使用前非诺里金开始部分中的单元。

公开(公告)号：US20180004803A1

公开(公告)日：2018-01-04

申请号：US15545895

申请日：2015-02-20

Applicant: Hewlett-Packard Development Company, L.P.

Inventor： Ming C. Hao ,  Michael Hund ,  Wei-Nchih Lee ,  Nelson L. Chang ,  Daniel Keim ,  Kevin Smathers ,  Jishang Wei

IPC: G06F17/30 ,  G06F19/00 ,  G06Q30/02

CPC classification number: G06F16/2428 ,  G06F16/2425 ,  G06F16/24578 ,  G06F16/248 ,  G06F19/326 ,  G06Q10/04 ,  G06Q10/0633 ,  G06Q30/0201

Abstract: Visualization of a cohort for high-dimensional categorical data is disclosed. One example is a system including a display module to identify real-time selection of a query data element in an interactive visual representation of high-dimensional categorical data elements comprising a plurality of categorical components. A matrix generator generates a binary distance matrix with columns representing categorical components, and entries in a row indicative of a degree of similarity of respective categorical components of the selected query data element to a data element represented by the row, and determines a category weighting matrix by associating a weight with entries in each column of the binary distance matrix. An evaluator evaluates a weighted similarity score for a data element represented by a row of the category weighting matrix based on entries of the row. A selector iteratively and interactively selects, based on weighted similarity scores, a cohort of categorical data elements.

公开(公告)号：US09256970B2

公开(公告)日：2016-02-09

申请号：US13841514

申请日：2013-03-15

Applicant: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.

Inventor： Ming C. Hao ,  Michael Hund ,  Umeshwar Dayal ,  Soma Sundaram Santhiveeran ,  Halldor Janetzko ,  Sebastian Mittelstaedt ,  Daniel Keim ,  Meichun Hsu

IPC: G06T11/20 ,  G06Q30/02

CPC classification number: G06T11/206 ,  G06Q30/0201

Abstract: Visual analytics for multivariate session data using concentric rings with overlapping periods includes displaying an interactive graph in a display. The interactive graph includes at least a portion of multiple concentric rings where each one of at least some of the multiple concentric rings represents periodic time units. At least some of the multiple concentric rings are divided into cells where the cells represent smaller time periods than the time units. A color of each of the cells represents a value of a metric. Also, an overlapping period ring displayed with the multiple concentric rings where the overlapping period ring comprises segments that represent overlapping metrics from the cells of the concentric rings that correspond with the segments.

Abstract translation: 使用具有重叠周期的同心圆的多变量会话数据的视觉分析包括在显示器中显示交互图。 交互图包括多个同心环的至少一部分，其中多个同心圆中的至少一个中的每一个代表周期性时间单位。 多个同心环中的至少一些被分成细胞，其中细胞代表比时间单位更小的时间段。 每个单元格的颜色表示度量的值。 此外，与多个同心环一起显示的重叠周期环，其中重叠周期环包括表示来自与段对应的同心环的单元格的重叠度量的段。

公开(公告)号：US20140267290A1

公开(公告)日：2014-09-18

申请号：US13841514

申请日：2013-03-15

Applicant: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.

Inventor： Ming C. Hao ,  Michael Hund ,  Umeshwar Dayal ,  Soma Sundaram Santhiveeran ,  Halldor Janetzko ,  Sebastian Mittelstaedt ,  Daniel Keim ,  Meichun Hsu

IPC: G06T11/20

CPC classification number: G06T11/206 ,  G06Q30/0201

Abstract: Visual analytics for multivariate session data using concentric rings with overlapping periods includes displaying an interactive graph in a display. The interactive graph includes at least a portion of multiple concentric rings where each one of at least some of the multiple concentric rings represents periodic time units. At least some of the multiple concentric rings are divided into cells where the cells represent smaller time periods than the time units. A color of each of the cells represents a value of a metric. Also, an overlapping period ring displayed with the multiple concentric rings where the overlapping period ring comprises segments that represent overlapping metrics from the cells of the concentric rings that correspond with the segments.

Abstract translation: 使用具有重叠周期的同心圆的多变量会话数据的视觉分析包括在显示器中显示交互图。 交互图包括多个同心环的至少一部分，其中多个同心圆中的至少一个中的每一个代表周期性时间单位。 多个同心环中的至少一些被分成细胞，其中细胞代表比时间单位更小的时间段。 每个单元格的颜色表示度量的值。 此外，与多个同心环一起显示的重叠周期环，其中重叠周期环包括表示来自与段对应的同心环的单元格的重叠度量的段。