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Heterogeneous network community discovery method and system

A heterogeneous network and community discovery technology, which is applied in the field of heterogeneous network community discovery methods and systems, can solve the problems of difficult and complex heterogeneous network community detection, difficulty in obtaining detection results, and detection result distortion and failure, so as to avoid randomness Effect

Pending Publication Date: 2022-04-05
NAT UNIV OF DEFENSE TECH
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  • Claims
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AI Technical Summary

Problems solved by technology

Both of the above two algorithms have problems: the first method directly ignores the heterogeneity of the network, causing the loss of important information in the network, resulting in the distortion and failure of the detection results; the second method must select the appropriate seed node, the seed node The selection of the community is different, the final result of the community detection is different, and it is difficult to obtain the only detection result
In summary, the existing technical means are still difficult to effectively deal with community detection in complex heterogeneous networks

Method used

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  • Heterogeneous network community discovery method and system
  • Heterogeneous network community discovery method and system
  • Heterogeneous network community discovery method and system

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Embodiment Construction

[0030] In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, but not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not conflict with each other.

[0031] The embodiment of the present invention proposes the concept of a heterogeneous network interaction chain. An interaction chain is a link formed by each node in a heterogeneous network interacting, which is the fundamental reason for the formation of network heterogeneity. The interaction chain is an important tool for studying the properties of heterogeneous networks.

[0032] The heterogene...

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Abstract

The invention discloses a heterogeneous network community discovery method and system. The method comprises the following steps: searching and recording all interaction chains in a heterogeneous network; calculating the interaction chain centrality of each node in the network, and selecting the node with the maximum interaction chain centrality in the area as a seed node; and determining the label of the seed node, diffusing the label of the seed node to the node which is connected with the seed node and meets the preset condition by the seed node, continuing to expand the label of the node which is connected with the seed node and obtains the label until all the nodes in the network obtain the labels, and determining the community according to the labels of all the nodes. According to the method, the heterogeneity of the heterogeneous network can be effectively processed from the interaction chain formed by the heterogeneous network, and the community structure conforming to the practical significance of the heterogeneous network is detected.

Description

technical field [0001] The invention belongs to the field of network technology, and more particularly, relates to a method and system for discovering heterogeneous network communities. Background technique [0002] Since the discovery of scale-free networks and small-world networks, complex networks have been a hot research topic in academia. Abstracting a complex system into a complex network and studying it can give a deep understanding of the characteristics of the complex system and guide people to optimize, control and use the complex system. In traditional research, complex systems are usually abstracted into homogeneous complex networks, that is, nodes and edges have the same properties. The research of homogeneous complex network is more extensive at present, and its processing method is also more convenient. However, with the deepening of research, it is found that abstracting a complex system into a homogeneous network does not conform to the facts in many cases...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q50/00G06K9/62
Inventor 鲁云军陈克斌韩梦瑶刘乾郭亮赵律君郑雪苏耀峰
Owner NAT UNIV OF DEFENSE TECH
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