Supercharge Your Innovation With Domain-Expert AI Agents!

A Distributed Framework Construction Method for Knowledge Graph Representation Learning

A technology of knowledge graph and construction method, applied in the field of computer science and application, to achieve the effect of huge data processing capacity

Active Publication Date: 2021-01-22
BEIJING TONGTECH CO LTD +3
View PDF7 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The amount of data processing for knowledge graph representation learning is huge, and distributed processing is an inevitable choice. However, how to build an efficient distributed framework for data processing of knowledge graph representation learning is a current problem that must be faced

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • A Distributed Framework Construction Method for Knowledge Graph Representation Learning
  • A Distributed Framework Construction Method for Knowledge Graph Representation Learning
  • A Distributed Framework Construction Method for Knowledge Graph Representation Learning

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0044] The preferred embodiments of the present invention will be described below in conjunction with the accompanying drawings. It should be understood that the preferred embodiments described here are only used to illustrate and explain the present invention, and are not intended to limit the present invention.

[0045] Such as figure 1 As shown, the embodiment of the present invention provides a method for constructing a distributed framework for knowledge graph representation learning, including the following steps:

[0046] The S100 uses multiple virtual machines as nodes to build a distributed framework virtual cluster and initialize the virtual cluster;

[0047] S200 constructs the knowledge representation learning model of the knowledge graph on the virtual cluster, and establishes the mapping relationship of the knowledge representation learning model at each node;

[0048] The S300 node obtains the input material through network search, inputs the input material int...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention provides a knowledge graph representation learning-oriented distributed framework construction method, which comprises the following steps of: S100, constructing a virtual cluster of a distributed framework by taking a plurality of virtual machines as nodes, and initializing the virtual cluster; s200, constructing a knowledge representation learning model of the knowledge graph on the virtual cluster, and establishing a mapping relationship of the knowledge representation learning model at each node; s300, enabling the node to obtain an input material through network search, input the input material into the knowledge representation learning model for training, and output a knowledge material after training; and S400, combining and processing the knowledge materials output after training to obtain a knowledge graph, and storing the knowledge graph in a database. The distributed framework virtual cluster adopted in the method can provide huge data processing capacity, andknowledge graph representation learning can be efficiently achieved through cooperation of all the nodes.

Description

technical field [0001] The invention relates to the field of computer science and application technology, in particular to a method for constructing a distributed framework for knowledge map representation learning. Background technique [0002] Knowledge graph (Knowledge Graph), known as knowledge domain visualization or knowledge domain mapping map in the library and information industry, is a series of different graphics showing the knowledge development process and structural relationship, using visualization technology to describe knowledge resources and their carriers, mining , analyze, construct, map and display knowledge and their interconnections. The knowledge map is a combination of theories and methods of applied mathematics, graphics, information visualization technology, information science and other disciplines with metrology citation analysis, co-occurrence analysis and other methods, and uses the visual map to vividly display the core structure and developme...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): G06F9/50G06F9/455G06F16/36
CPCG06F9/45558G06F9/5077G06F9/5088G06F2009/4557G06F2209/5022G06F16/367
Inventor 张春林李利军常江波江何尚雪松
Owner BEIJING TONGTECH CO LTD
Features
  • R&D
  • Intellectual Property
  • Life Sciences
  • Materials
  • Tech Scout
Why Patsnap Eureka
  • Unparalleled Data Quality
  • Higher Quality Content
  • 60% Fewer Hallucinations
Social media
Patsnap Eureka Blog
Learn More