Epidemic disease propagation network reconstruction method and system based on node similarity

A technology for spreading network and epidemics, applied in the field of epidemiological data reconstruction and analysis, which can solve the problems of difficult transmission chain, difficult to accurately analyze transmission characteristics, and low utilization rate of a large number of epidemiological reports.

Active Publication Date: 2021-04-16
SHANDONG UNIV +1
View PDF13 Cites 2 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Aiming at the deficiencies of the prior art, the present invention provides a method and system for reconfiguring the epidemic transmission network based on node similarity. First, a large number of traffic dispatch reports are integrated to initially establish a local epidemic transmission network, and then the network structure and node attributes are defined based on the network structure and node attributes. The node similarity index of the three types of epidemic transmission network, and then by calculating the similarity index of node pairs, adding possible missing edges to the local epidemic transmission network to reconstruct the epidemic transmission network, and finally comparing the network reconstruction under different indicators Structural accuracy, the epide

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
  • Epidemic disease propagation network reconstruction method and system based on node similarity
  • Epidemic disease propagation network reconstruction method and system based on node similarity
  • Epidemic disease propagation network reconstruction method and system based on node similarity

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0073] The embodiment of the present invention takes the reconstruction of a certain epidemic transmission network as an example to illustrate the method of the present invention. Now it is necessary to reconstruct a certain epidemic transmission network, that is, construct a local certain epidemic transmission network on the basis of integrating the national epidemiology report, and combine the Multi-channel data, reconstructing an epidemic transmission network according to the method of node similarity.

[0074] In order to achieve the above purpose, the technical solution adopted by the method of the present invention is: a method for constructing an epidemic propagation network based on node similarity. Its process is as follows figure 1 shown, including:

[0075] Step 1: Establish a local epidemic transmission network based on the epidemiology report;

[0076] Step 2: Define the node similarity index;

[0077] Step 3: Reconstruct an epidemic transmission network based ...

Embodiment 2

[0123] A system for reconstruction of epidemic transmission network based on node similarity, including a local epidemic transmission network establishment module, a similarity index definition module and an epidemic transmission network reconstruction module;

[0124] The local epidemic transmission network establishment module is used to establish a local epidemic transmission network based on the flow survey report, the similarity index definition module is used to define the node similarity index, and the epidemic transmission network reconstruction module is used to Reconstruction of epidemic transmission network by similarity index.

Embodiment 3

[0126] An electronic device includes a memory, a processor, and a computer program stored on the memory and operable on the processor. When the processor executes the program, the method for reconstructing the epidemic propagation network based on node similarity in Embodiment 1 is implemented.

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 relates to an epidemic disease propagation network reconstruction method and system based on node similarity, and belongs to the field of epidemic disease data reconstruction analysis. The method comprises the following steps: firstly, integrating a flow regulation report to preliminarily establish a local epidemic disease propagation network, then defining node similarity indexes of three types of epidemic disease propagation networks based on a network structure and node attributes, then adding possible missing edges to the local epidemic propagation network by calculating similarity indexes of node pairs to reconstruct the epidemic propagation network, and finally, comparing the network reconstruction accuracy under different indexes. The problems that in existing epidemic disease analysis, a propagation chain is difficult to mine, propagation characteristics are difficult to analyze accurately, and the utilization rate of a large number of flow regulation reports is low are solved, the epidemic disease propagation network capable of truly reflecting a virus propagation path is constructed, the epidemic disease propagation chain can be effectively mined based on the constructed epidemic disease propagation network, the virus propagation speed is analyzed, and the space-time propagation range of the virus is predicted.

Description

technical field [0001] The invention relates to a method and system for reconstructing an epidemic propagation network based on node similarity, and belongs to the technical field of reconstruction and analysis of epidemic data. Background technique [0002] Since ancient times, human society has been plagued by various epidemic diseases, some of which have had a profound impact on the development of human beings. In the face of the spread of the epidemic, how to seize the window period of virus transmission, effectively control the source of infection, and cut off the transmission route are the keys to curb the spread of the epidemic. However, with the development of modern transportation, due to the low travel cost of public transportation and the encouragement of government policies, more and more urban residents choose public transportation as their daily travel mode, and frequent close contact between passengers cannot be avoided. In this context, once an epidemic brea...

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
IPC IPC(8): G16H50/80G06F16/901G06K9/62
Inventor 王晖李学庆刘诗炎李大庆李建欣
Owner SHANDONG UNIV
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products