CN105808244A - Dynamic data visualized analysis tool based on workflows - Google Patents
Dynamic data visualized analysis tool based on workflows Download PDFInfo
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- CN105808244A CN105808244A CN201610115866.6A CN201610115866A CN105808244A CN 105808244 A CN105808244 A CN 105808244A CN 201610115866 A CN201610115866 A CN 201610115866A CN 105808244 A CN105808244 A CN 105808244A
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- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
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Abstract
The invention discloses a dynamic data visualized analysis tool based on workflows. According to the tool, a static multiple view is displayed and expanded to the metaphor interface of bubbles, so that data analysis tasks can be supported by free distribution. Each bubble is a functional unit, and can be used for programming and computing as well as establishing a visual instance. The operation of constituting a group by the plurality of bubbles is supported, the bubbles in the same group are operated in a unified manner, and the user experience is enhanced. According to the tool, the different phases of a data analysis pipe can be effectively connected, thus the establishment of virtualized instances and the efficiency loss of program transfer are reduced, and the visualization efficiency of the dynamic data is improved. The data retrieval based on causal relationship is converted into the assembly line method; the programs, tasks automatically executing repeatability, data capture records and transfer among reuses during the complex data analysis process of different levels of details can be supported. More convenience is provided for the program assembly line in a wider frame.
Description
Technical field
The present invention relates to big data analysis field, particularly relate to a kind of dynamic data visualization analysis tools based on workflow.
Background technology
We have found that existing a few thing stream instrument can not support the circulation of meaning Construction process well.The meaning Construction process of general scientist completes from data acquisition, terminate to obtaining some significant knowledge from data.It is mainly in view of three below problem in system designs:
The program that first problem is separate from realizes and data analysis, and this just forces scientists to switch in multiple working environments.Scientist performs analysis with Matlab, and the visualization then realizing result of calculation is verified hypothesis or generates new hypothesis.If needing to do more analysis, they need again to switch back into Matlab environment and make some changes.No application program uses different data forms, and scientists meeting, since it is desired that adapt to these changes, causes that data analysis process is subject to serious interference, reproduces some scientific results and also becomes difficulty.The consumption that can be introduced directly into context switching is toggled between Matlab and data analysis process.
Some visual realizations that Second Problem is present require that user selects some coded methods to set up mapping between data and labelling.But select suitable be usually from data to the mapping of visual ingredient relatively difficult, especially for various data.The exception that some in data originally can find in visualization is just detected in the analysis phase more posteriorly, which results in obvious efficiency losses.
3rd problem is that dynamic data analysis process could not be provided enough supports by visual interface.The analysis process of scientist is usually dynamically.The path of Data Mining analysis is unpredictable, and existing instrument can not realize the reasoning of loop iteration and constantly improve some hypothesis.
Summary of the invention
The problem that this invention address that is to provide a kind of dynamic data visualization analysis tools based on workflow, it is possible to solve, with visualization data analysis stream, the problem that programming separates with visual analysis by connecting Matlab；Visual interface design is specifically contemplated that data and can the visualization types of reasonable employment；Data content can be obtained by their analysis ratiocination, and needs the multitask type that interface energy support performs simultaneously；In order to quickly improve analysis task with it is assumed that interface allows for adapting to the different phase in analysis process；One visual interface allows for supporting that constantly improving some by the reasoning of loop iteration assumes.
For solving the problems referred to above, the invention provides a kind of dynamic data visualization analysis tools based on workflow, be made up of bubble metaphor interface, scene management part and main functional modules；
Described bubble metaphor interface comprises graphics view framework and signal-slot mechanism, is used for realizing programming and the connecting of data analysis process.Develop a coherent flow process of continuous print, it is possible to represent the bulk information of analysis process needs.INTERFACE DESIGN is to be expanded by the bubble metaphor interface in CodeBubbles.One bubble is an editable working set fragment, and it is likely to comprise one section of code, it is also possible to comprise a visualization example.Each bubble is an independent element, and can support Interactive Visualization, also show its semanteme and visual context to a certain extent.
Described scene management part comprises OpenGLScene, SpaceManager, OpenManager and GroupManager；Described OpenGLScene is the part comparing core in whole system, is the entrance of all interactive operations；
SpaceManager is used for the space managing in scene.When one or more bubble opened by needs, can first pass through SpaceManager is that each bubble finds suitable position in the scene.
OpenManager is used for managing the operation opening bubble.The general position first determining bubble, then creates suitable bubble object and joins in scene, resettling some signal-slot annexations that this object is associated, just complete the operation opening a bubble.
GroupManager is used for managing the relation of group between all bubbles, supports the concordance of the interpolation of group membership, deletion and group membership's operation simultaneously.When operating some bubble, found the group at place by GroupManager, and other is performed identical operation with group membership.If the geometric model rotated in a 3D grid bubble, also correspondingly rotate with organizing other geometric model.If two axles in exchange PCP bubble, also exchange identical two piece axle with organizing other PCP bubble.
OpenGLScene is used for managing whole scene and interactive operation, and the QGraphicsScene from graphics view framework inherits.One alternative events is called some corresponding event handling functions, then event is delivered to each bubble project in scene again after entering OpenGLScene.Each bubble project has respective event handling function, and the event transmission between bubble is mainly by the signal-slot mechanism of Qt.Event is done corresponding process by each bubble project, and state again returns to OpenGLScene event handling function after updating, and whole event handling process terminates.
Described main functional modules comprises interface assembly bubble and functional bubble.Described interface assembly bubble belongs to the part in interface, it is similar to the menu in general windows system, toolbar, including NavigationBar, MCVB (Model-Composition-ViewBubble), ParameterBarData and MappingBubble four part；
The NavigationBar of the virtual screen space function that described NavigationBar is similar in CodeBubbles, particularly as follows: when screen space is not enough time, user can move the scene outside the rectangle frame browse screen that work at present is interval.This design well supports that multitask performs simultaneously.User can according to interrupting needing to move to rectangle frame other one piece of region of Virtual Space.Original working area it is moved back into again after new working region has worked.User is it can be seen that all of duty profile, it is also possible to operate the whole view of convergent-divergent by mouse roller.
Described MCVB module is particularly as follows: in MCVB, user drags data from the model part on the left side, and then View component on the right selects a kind of method, it is possible to create the visualization example of selected data.Middle synthesis panel supports that the drag and drop of method for visualizing show, it is possible to by two ways synthesis visualization example.If user needs multiple data of one kind of display, from the model part on the left side, the data of this kind can be dragged to synthesis panel, from the View component on the right, 3D grid display packing is dragged to synthesis panel, the rectangle frame of synthesis being dragged to the blank space of working area, the 3D grid being the formation of these kind data shows again.In addition, the two step operations simplified also are supported.User directly can also be dragged to the data of the model part on the left side blank space of working area, then selects a kind of method of the View component on the right, automatically forms the visualization example of synthesis.And the multiple visualization examples being simultaneously generated are automatically added in same group.System adapts to the input of different-style.
Difference according to method for visualizing or the difference of function, be divided into nine kinds: 3D grid bubble, video bubble, parallel coordinates bubble, Matlab bubble functional bubble example, compare bubble, search bubble, drawing bubble, webpage bubble and record bubble.Native system solves, with visualization data analysis stream, the problem that programming separates with visual analysis by connecting Matlab；Inquire about data user according to frame diagram and can quickly find data interested by custom-shaped attribute；By recording notes, navigator views guiding user facilitates completing of collaborative task；Some data can be visualized by the method that data map by 3D data map user.
Further, in order to support the collaborative of task better, scene administrative section adds log and the module of access XML file.Owing to data analysis task is generally required for long work, user can browse the operation performed by log recording.Every record is made up of time, operation information, bubble three part that operated.Wherein operation information include opening, move, drag and drop, compare, convergent-divergent, deletion, interpolation group membership, deletion group membership.Additionally current scene is stored as the form of XML file, facilitate the communication between different user on the one hand, other people can be allowed to recognize the work progress of oneself by sending the form of XML file, it also avoid the inconvenience that the next time needs caused because of tasks interrupt restart on the other hand.Adopt the method analyzing XML file of DOM Document Object Model (DocumentObjectModel, DOM), whole file is used as a node tree and processes.The XML file structure of access scene, is divided into scene root node, group node and bubble item nodes three layers.
Further, the three-dimensional geometrical structure of the things that the 3D grid bubble in described functional bubble is analyzed for display system, we also devise some operations for the data of the things of systematic analysis.The data message of the body marker of the things according to the systematic analysis read, organizes out gridding information, draws geometry with OpenGL.User can select face, wire frame, three kinds of forms of symbol to represent the stereochemical structure of things, starts the movable information to current time from stereochemical structure from the cycle.The thought that we also map the data in information visualization is applied in tool system.User can replicate the viscous note of attribute information of a 3D grid bubble to another 3D grid bubble, and the display properties making two bubbles is consistent, facilitates user's comparative analysis to two bubble data.Realize the dynamic visual fractional analysis of data and compare.
Further, the described Matlab bubble in functional bubble is to realize by calling the mode of Matlab engine.By the mode of right mouse button, user as Matlab environment, can check that is called a function, call and invoked relation with arrow representative function.Achieving the module of Matlab in visual analysis instrument, user need not open Matlab environment, it is only necessary to opens a Matlab in visual analysis instrument, it is to avoid user toggles between different application environment.
Further, the described comparison bubble in functional bubble, for the comparison operation needed in data analysis task, a 3D grid bubble selects in the drop-down menu of right mouse button compare operation, select the another one 3D grid bubble needing to compare again in the scene, one can be automatically generated in the position that two bubble lines are middle and compare bubble.
Further, connection Matlab solves, with visualization data analysis stream, the problem that programming separates with visual analysis.Instrument is integrated with MATLAB editing machine.Connection Matlab and visualization data analysis stream, one section of Matlab code can pass through the drop-down menu in Matlab bubble and be loaded into, performs, closes.When one section of code is opened, it is possible to by the function clicking by right key the function name in Matlab program window to open to call or code segment.In order to be able to provide the user effective display, provide appropriate figure selecting for every kind of data type.In the various ways visualizing same data, visual means is adopted Card mode classification according to data type by us.We are organized as tri-kinds of forms of 1D, 2D, 3D dynamic data, the data that the data set that data here include catching in experiment is derived with calculating.For each data type, we provide the set of some good default settings.Wherein:
Video bubble: 3D interactive animation.In one video, best one is used to data analysis, and we show this video simply, and mark more selected frames with purple.
1D bubble (1DB).Generally use the bar of alignment, and be easier to for representing data.
2D bubble (2DB) and the time dependent bubble of 1D (1D-TB) adopt the mode of scatterplot.
3D grid bubble.It is used for showing 3D geometry.Represent that a kind of directly mode of this structure draws animation exactly.
Parallel coordinate plot bubble (ParallelcoordinatePlotBubble, PCPB).In multidimensional data visualization, represent the relation between data typically by parallel coordinate plot.Here the PCP in bubble is used for representing three-dimensional relationship, frame index, instantaneous velocity and time dependent arcuate in shape acquiescently.It addition, user can also change the position of each axle by the mode of drag and drop.Parameter bubble (Parameterbubble, PB) shows some parameters interested according to data type classifications.Newly-generated data can be dragged and dropped into here for visualizing.Parameter automatically arranges according to lexcographical order.
Further, inquire about data user according to frame diagram and can quickly find data interested by custom-shaped attribute.It is a kind of to traditional searching skills synthesizing and extending based on semantic method and the interface based on frame diagram for inquiring about data (query-by-sketching) according to frame diagram, it is allowed to user embeds shaped frame figure in code.This skill contributes to difficult data query and the what-if-scenario task obtained in demand analysis stage.Our target of design is that user can quickly find data interested by custom-shaped attribute.This mark is also effective: [verb] [object]<complement>.One legal expression necessarily needs to comprise [verb] and [object].Without<complement>part, program can be searched in all data.Generally the form of [object] part figure describes.Task that this query semantics is thought in the minds of user and screen establish between eecutable item the program directly mapping us and can automatically identify the intention of user, after keyword find, demonstrate current tail shape, distinguish semantic component and shape by the background of Lycoperdon polymorphum Vitt.
Further, by recording notes, navigator views guiding user facilitates completing of collaborative task；We devise record notes, navigator views, scene access are XML file, the module such as journal file of recording user operation facilitates completing of collaborative task.
Further, some data can be visualized by the method that data map by 3D data map user.Except providing good default setting, we also devise the module that data map, and user can visualize some data by the method that data map.User can visualize some data according to parameter-> labelling-> visual mapping mode.The benefit of symbolization is to have broken scientific visualization and the boundary of information visualization in traditional sense, the data of any dimension is mapped simultaneously and has concordance.Therefore visualization also becomes and is mapped to, from data, the process that symbol represents.
Compared with prior art, the technical program has the advantage that
1, visual interface is designed with bubble metaphor interface, it is contemplated that data and can the visualization types of reasonable employment, visual means is adopted Card mode classification according to data type；
2, static Multi-view display is expanded in the metaphor interface of bubble, so freely layout can support data analysis task.Bubble in interface is adapted to different data and visualization types, the multitask type that interface energy support performs simultaneously；
3, multiple mutual skill can be designed by the operation of bubble, for instance group membership's consistency operation, visualization assemble information scene, directly operate visually integrated, by sketch lookup etc., this is the operational requirements in order to meet reasoning task different phase.Data content can be obtained by their analysis ratiocination；Interface allows for adapting to the different phase in analysis process.Visual interface can support that constantly improving some by the reasoning of loop iteration assumes.
4, adopt its integrated programming of integrated framework, visualization and user alternately in a framework, connect Matlab and visualization data analysis stream, support data analysis workflow better.
5, some data can be visualized by the method that data map by 3D data map user.
Accompanying drawing explanation
Fig. 1 is a kind of dynamic data visualization analysis tools structure chart based on workflow of the present invention.
Detailed description of the invention
Below in conjunction with accompanying drawing, by specific embodiment, technical scheme is carried out clear, complete description.
Refer to Fig. 1, for a kind of dynamic data visualization analysis tools based on workflow of the embodiment of the present invention, including: bubble metaphor interface, scene management, main functional modules, wherein bubble metaphor interface comprises graphics view framework, signal-slot mechanism；Described scene management part comprises OpenGLScene, SpaceManager, OpenManager, GroupManager；OpenGLScene whole system compares the part of core, is the entrance of all interactive operations.Described main functional modules comprises interface assembly bubble, functional bubble.Interface assembly bubble belongs to the part in interface, it is similar to the menu in general windows system, toolbar, including NavigationBar, MCVB (Model-Composition-ViewBubble), ParameterBarDataMappingBubble tetra-part；Difference according to method for visualizing or the difference of function, it is possible to functional bubble example is divided into 9 kinds: 3D grid bubble, video bubble, parallel coordinates bubble, Matlab bubble, compares bubble, searches bubble, drawing bubble, webpage bubble, record bubble.The present invention solves, with visualization data analysis stream, the problem that programming separates with visual analysis by connecting Matlab；Inquire about data user according to frame diagram and can quickly find data interested by custom-shaped attribute；By recording notes, navigator views guiding user facilitates completing of collaborative task；Some data can be visualized by the method that data map by 3D data map user.
The tool design of the present invention mainly includes INTERFACE DESIGN, function module design and interaction design three aspect.
(1) INTERFACE DESIGN
The interface of system adopts the CodeBubbles bubble metaphor interface expanded, and each bubble is the working set fragment comprising one section of code or a visualization example.Will not be overlapping between bubble, the bubble of a group is considered as a working set.The problem that bubble ratio window more takies screen space is solved by the design of virtual screen space and navigation bar.
(2) function module design
Visualization tool based on workflow designs three problems needing to solve, the wide gap between programming and visualization, the data analysis tool difficult, inadequate of terminal use's visual encoding.We devise management the MCVB module of data, parameter bubble, 3D grid bubble, video bubble, parallel coordinates bubble, Matlab bubble, compare bubble, search bubble, drawing bubble, webpage bubble, record bubble.Mainly introduce 3D grid bubble, Matlab bubble, compare the modules such as bubble.
(3) interactive operation design
Devise a series of interactive operation: conforming group of operation, the comparison of different pieces of information, the data query of semantics-driven, Matlab density current, bubble attribute duplication etc..
The present invention is applied to test the animal movement data caught, and has well been used on the dynamic data visual analyzing of movable information seizure of butterfly and Aeschna melanictera.
At other automobiles such as moved, train, the dynamic data visual analyzing of the moving object of unmanned plane, unmanned boat, aircraft etc., achieve good effect equally.
Although the present invention is with preferred embodiment openly as above; but it is not for limiting the present invention; any those skilled in the art are without departing from the spirit and scope of the present invention; may be by the method for the disclosure above and technology contents and technical solution of the present invention is made possible variation and amendment; therefore; every content without departing from technical solution of the present invention; according to any simple modification, equivalent variations and modification that above example is made by the technical spirit of the present invention, belong to the protection domain of technical solution of the present invention.
Claims (8)
1. the dynamic data visualization analysis tools based on workflow, it is characterised in that be made up of bubble metaphor interface, scene management part and main functional modules；
Described bubble metaphor interface comprises graphics view framework and signal-slot mechanism, is used for realizing programming and the connecting of data analysis process；One bubble is an editable working set fragment, and it is likely to comprise one section of code, it is also possible to comprise a visualization example；Each bubble is an independent element, and can support Interactive Visualization, also show its semanteme and visual context to a certain extent.
Described scene management part comprises OpenGLScene, SpaceManager, OpenManager and GroupManager；Described OpenGLScene is the entrance of all interactive operations；
Described SpaceManager is used for the space managing in scene；When one or more bubble opened by needs, first passing through SpaceManager is that each bubble finds suitable position in the scene.
Described OpenManager is used for managing the operation opening bubble；First determine the position of bubble, then create suitable bubble object and join in scene, resettle the signal-slot annexation that this object is associated, thus completing to open the operation of a bubble.
Described GroupManager is used for managing the relation of group between all bubbles, supports the concordance of the interpolation of group membership, deletion and group membership's operation simultaneously；When operating some bubble, found the group at place by GroupManager, and other is performed identical operation with group membership.
Described OpenGLScene is used for managing whole scene and interactive operation；One alternative events is called corresponding event handling function, then event is delivered to each bubble project in scene again after entering OpenGLScene；Each bubble project has respective event handling function, and the event transmission between bubble is mainly by the signal-slot mechanism of Qt；Event is done corresponding process by each bubble project, and state again returns to OpenGLScene event handling function after updating, and whole event handling process terminates.
Described main functional modules comprises interface assembly bubble and functional bubble.Described interface assembly bubble belongs to the part in interface, including NavigationBar, MCVB (Model-Composition-ViewBubble), ParameterBarData and MappingBubble four part；Difference according to method for visualizing or the difference of function, be divided into nine kinds: 3D grid bubble, video bubble, parallel coordinates bubble, Matlab bubble functional bubble example, compare bubble, search bubble, drawing bubble, webpage bubble and record bubble.
Described NavigationBar is particularly as follows: when screen space is not enough time, user can move the scene outside the rectangle frame browse screen that work at present is interval, can support that multitask performs simultaneously；User can according to interrupting needing to move to rectangle frame other one piece of region of Virtual Space；Original working area it is moved back into again after new working region has worked；User is it can be seen that all of duty profile, it is also possible to operate the whole view of convergent-divergent by mouse roller.
Described MCVB module is particularly as follows: in MCVB, user drags data from the model part on the left side, and then View component on the right selects a kind of method, it is possible to create the visualization example of selected data；Middle synthesis panel supports that the drag and drop of method for visualizing show, it is possible to by two ways synthesis visualization example；If user needs multiple data of one kind of display, from the model part on the left side, the data of this kind can be dragged to synthesis panel, from the View component on the right, 3D grid display packing is dragged to synthesis panel, the rectangle frame of synthesis being dragged to the blank space of working area, the 3D grid being the formation of these kind data shows again；In addition, the two step operations simplified also are supported；User directly can also be dragged to the data of the model part on the left side blank space of working area, then selects a kind of method of the View component on the right, automatically forms the visualization example of synthesis；And the multiple visualization examples being simultaneously generated are automatically added in same group.
2. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterised in that increase log and the module of access XML file in described scene management part；User can browse the operation performed by log recording；Every record is made up of time, operation information, bubble three part that operated；Wherein operation information include opening, move, drag and drop, compare, convergent-divergent, deletion, interpolation group membership, deletion group membership；Current scene is stored as the form of XML file, adopts the method analyzing XML file of DOM Document Object Model (DocumentObjectModel, DOM), whole file is used as a node tree and processes；The XML file structure of access scene, is divided into scene root node, group node and bubble item nodes three layers.
3. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterised in that the three-dimensional geometrical structure of the things that the 3D grid bubble in described functional bubble is analyzed for display system.The data message of the body marker of the things according to the systematic analysis read, organizes out gridding information, draws geometry with OpenGL.User can select face, wire frame, three kinds of forms of symbol to represent the stereochemical structure of things, starts the movable information to current time from stereochemical structure from the cycle.User can replicate the viscous note of attribute information of a 3D grid bubble to another 3D grid bubble, and the display properties making two bubbles is consistent, facilitates user's comparative analysis to two bubble data, it is achieved the dynamic visual fractional analysis of data with compare.
4. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterised in that the described Matlab bubble in functional bubble is to realize by calling the mode of Matlab engine.By the mode of right mouse button, user as Matlab environment, can check that is called a function, call and invoked relation with arrow representative function.
5. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterized in that, the described comparison bubble in functional bubble, for the comparison operation needed in data analysis task, a 3D grid bubble selects in the drop-down menu of right mouse button compare operation, select the another one 3D grid bubble needing to compare again in the scene, one can be automatically generated in the position that two bubble lines are middle and compare bubble.
6. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterized in that, instrument is integrated with MATLAB editing machine, connection Matlab and visualization data analysis stream, one section of Matlab code can pass through the drop-down menu in Matlab bubble and be loaded into, performs, closes.When one section of code is opened, it is possible to by the function clicking by right key the function name in Matlab program window to open to call or code segment.In the various ways visualizing same data, visual means is adopted Card mode classification according to data type, dynamic data is organized as tri-kinds of forms of 1D, 2D, 3D, the data that the data set that data here include catching in experiment is derived with calculating.For each data type, it is provided that the set of default setting.Wherein:
Video bubble: 3D interactive animation.In one video, best one is used to data analysis, shows this video simply, and marks selected frame with purple.
1D bubble (1DB): use the bar of alignment.
2D bubble (2DB) and the time dependent bubble of 1D (1D-TB) adopt the mode of scatterplot.
3D grid bubble: be used for showing 3D geometry.
Parallel coordinate plot bubble (ParallelcoordinatePlotBubble, PCPB): the PCP in bubble is used for representing three-dimensional relationship, frame index, instantaneous velocity and time dependent arcuate in shape acquiescently.It addition, user can also change the position of each axle by the mode of drag and drop.
Parameter bubble (Parameterbubble, PB) shows parameter interested according to data type classifications.Newly-generated data can be dragged and dropped into here for visualizing.Parameter automatically arranges according to lexcographical order.
7. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterised in that inquire about data user according to frame diagram and can quickly find data interested by custom-shaped attribute.Inquiring about data (query-by-sketching) according to frame diagram allows user to embed shaped frame figure in code.This mark is effective: [verb] [object]<complement>.One legal expression needs to comprise [verb] and [object].Without<complement>part, program can be searched in all data.Generally the form of [object] part figure describes.Task that this query semantics is thought in the minds of user and screen establish direct mapping between eecutable item, program can automatically identify the intention of user, after keyword find, demonstrate current tail shape, distinguish semantic component and shape by the background of Lycoperdon polymorphum Vitt.
8. a kind of dynamic data visualization analysis tools based on workflow as claimed in claim 1, it is characterised in that except default setting, also includes the module that data map, and user can according to parameter-> labelling-> visual mapping mode visualization data.
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Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106952024A (en) * | 2017-03-01 | 2017-07-14 | 千寻位置网络有限公司 | It is a kind of to strengthen the workflow engine method and system of net O＆M scenarios suitable for ground |
| CN107766424A (en) * | 2017-09-13 | 2018-03-06 | 深圳市宇数科技有限公司 | A kind of Data Mining management method, system, electronic equipment and storage medium |
| CN108762730A (en) * | 2018-05-18 | 2018-11-06 | 上海旺谷计算机科技有限公司 | Software module standardizes development approach and software system development method |
| CN109325651A (en) * | 2018-07-31 | 2019-02-12 | 合肥工业大学 | A kind of dynamic cooperative relationship visualization technology evaluation method for supporting project management |
| CN109661674A (en) * | 2016-12-22 | 2019-04-19 | 华为技术有限公司 | The system and method for Visual calculation workflow |
| CN109791632A (en) * | 2016-09-26 | 2019-05-21 | 国立研究开发法人情报通信研究机构 | Scene segment classifier, scene classifier and the computer program for it |
| CN109918376A (en) * | 2019-02-26 | 2019-06-21 | 北京致远互联软件股份有限公司 | Tables of data processing method, device and electronic equipment |
| CN110134477A (en) * | 2019-04-24 | 2019-08-16 | 北京字节跳动网络技术有限公司 | A kind of method, apparatus, medium and the electronic equipment of Dynamic Distribution's User Page |
| CN114356334A (en) * | 2022-01-20 | 2022-04-15 | 山东捷瑞数字科技股份有限公司 | TableView-based mobile terminal dynamic form generation method and device |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103473041A (en) * | 2013-07-12 | 2013-12-25 | 西北工业大学 | Visualized data processing method and system |
| CN104572074A (en) * | 2014-12-08 | 2015-04-29 | 北京辰闰丰青信息技术有限公司 | Big-data-based graphic presentation customizing system |
| CN105159688A (en) * | 2015-10-14 | 2015-12-16 | 浙江大学 | Programmable information visualization interaction type design method |
-
2016
- 2016-03-01 CN CN201610115866.6A patent/CN105808244A/en active Pending
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103473041A (en) * | 2013-07-12 | 2013-12-25 | 西北工业大学 | Visualized data processing method and system |
| CN104572074A (en) * | 2014-12-08 | 2015-04-29 | 北京辰闰丰青信息技术有限公司 | Big-data-based graphic presentation customizing system |
| CN105159688A (en) * | 2015-10-14 | 2015-12-16 | 浙江大学 | Programmable information visualization interaction type design method |
Non-Patent Citations (1)
| Title |
|---|
| 李光霞: "交互式可视化系统VisBubbles的研究与开发", 《万方数据》 * |
Cited By (12)
| Publication number | Priority date | Publication date | Assignee | Title |
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