Knowledge graph visualization method based on force guidance

A technology of knowledge graph and calculation method, which is applied in text database browsing/visualization, knowledge expression, unstructured text data retrieval, etc. It can solve the problems of invisible internal operation process and inability to display the knowledge graph analysis process, etc., to assist manual The effect of reasoning and deepening understanding

Inactive Publication Date: 2021-08-13
INST OF AUTOMATION CHINESE ACAD OF SCI
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AI Technical Summary

Problems solved by technology

[0006] The problem in the existing technology is that the goal of most knowledge graph visualization methods is to only display the network topology of the knowledge graph. The visualization of this topology can help people understand the internal data structure of the knowledge graph to a certain extent, but it cannot Show a more complex analysis process for the knowledge map, resulting in only the input and output being seen in the analysis of the knowledge map, and the invisible problem of the internal operation process still exists

Method used

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  • Knowledge graph visualization method based on force guidance
  • Knowledge graph visualization method based on force guidance
  • Knowledge graph visualization method based on force guidance

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Embodiment

[0103] Such as figure 1 The force-oriented knowledge map visualization method shown includes:

[0104] S1: if figure 2 As shown, knowledge map data extraction includes: knowledge map construction and knowledge map query;

[0105] The construction of the knowledge map is to extract and filter knowledge from structured data, semi-structured data, and unstructured data in related fields to form the required knowledge map;

[0106] The knowledge graph query is to perform keyword query on the constructed knowledge graph, and return nodes and relationships related to the query;

[0107] The process of building a knowledge graph. Generally speaking, a knowledge graph is essentially a semantic network that describes the objective world in the form of a graph. The key step in building a knowledge map is to obtain data. According to different data source formats, data can be divided into structured data, semi-structured data, and unstructured data. Data acquisition is inseparable ...

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Abstract

The invention provides a knowledge graph visualization method based on force orientation. The knowledge graph visualization method comprises the steps: knowledge graph data extraction which comprises knowledge graph construction and knowledge graph query; constructing of a graph data structure: performing graph data structure format conversion on related nodes and relationships obtained by querying the constructed knowledge graph; force-oriented algorithm layout: randomly initializing coordinates of all nodes in a screen, taking nodes as electrons, so that repulsive force exists among the nodes, taking the relation as a spring, so that gravitation exists between the nodes, carrying out iteration for n times under the action of repulsive force and gravitational force, finally achieving a balance state, and obtaining stable coordinates of all nodes; visual presentation: according to the stable coordinates of all the nodes, respectively drawing the nodes and connecting lines among the nodes to obtain a final knowledge graph; and visual interaction of the operation process: binding a monitoring event for each node and relation through the final knowledge graph, so that a user can operate the nodes and the relations through a mouse.

Description

technical field [0001] The present application relates to the field of knowledge graph visualization, in particular to a force-oriented knowledge graph visualization method. Background technique [0002] The knowledge graph itself is a way of storing and organizing knowledge. Visualization can help people understand the internal topology of the knowledge graph. There is always an important problem in the current analysis of the knowledge map, that is, when analyzing the knowledge map, people only see the input and output, and they are invisible to the intermediate operation process. Therefore, the use of visualization methods can help people see clearly. From the entire analysis process to the knowledge map, it helps users better discover the hidden information in the knowledge map and deepen their understanding of abstract network data. [0003] Visualization technology can help people understand data more intuitively. In knowledge map visualization, the existing technolog...

Claims

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Application Information

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IPC IPC(8): G06F16/36G06F16/34G06N5/02
CPCG06N5/022G06N5/027G06F16/34G06F16/367
Inventor 陶建华张大伟王华东刘通杨国花易江燕
Owner INST OF AUTOMATION CHINESE ACAD OF SCI
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