A team building method based on academic network

A construction method and network technology, applied in the field of team construction based on academic networks, can solve problems such as poor reliability and low accuracy

Inactive Publication Date: 2019-01-18
DALIAN UNIV OF TECH
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AI Technical Summary

Problems solved by technology

[0003] The purpose of the present invention is mainly aimed at the shortcomings of low accuracy and poor reliability of existing research, and combined with the characteristics of scholar cooperation, it proposes a team building method based on academic networks, and measures the closeness of cooperation between scholars by proposing the concept of cooperation distance, and Using Collaborative Distance as the Key to Divide Between Teams

Method used

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  • A team building method based on academic network
  • A team building method based on academic network
  • A team building method based on academic network

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Embodiment Construction

[0046] The example of the present invention provides a method for building a team based on an academic network. The specific implementation of the method includes the following four steps:

[0047] Step 1: According to the real paper cooperation situation, use statistical methods to analyze the cooperation behavior among scholars to find the cooperation window years.

[0048] The present invention selects the thesis data in the DBLP data set for experimentation. DBLP is an authoritative data set in the computer field. It contains relevant information of more than 4 million papers. If you want to obtain the data used in the experiment, you must filter the data set. Preprocess the DBLP dataset to remove papers with only one author and papers with more than fifty authors. The present invention builds a team based on the co-author relationship, and considers co-authored papers as a concrete manifestation of the cooperative relationship, so papers with only one author are invalid ...

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Abstract

The invention discloses a team construction method based on an academic network, which takes a paper co-authoring behavior of a scholar as a concrete expression of a cooperative behavior, and establishes a academic team construction model by utilizing the cooperative behavior among scholars. Firstly, the invention proposes a cooperative distance to more comprehensively measure the cooperative behavior among scholars, and establishes a new cooperative relationship network. In order to enrich the network characteristics and improve the clustering effect, the invention maps the network to geodesic space, combines density gradient transfer and K. The means clustering method yields the final team partition. Experimental results show that the model proposed by the invention is suitable for dealing with complex academic network structure, and has higher accuracy and reliability than other team identification methods. The experimental results of the invention also verify the universality of the team science phenomenon in the academic network, and can well reflect the composition and structure of the academic team in the network. The invention provides a new method of team construction in an academic network.

Description

technical field [0001] The present invention relates to a method for constructing an academic team for scholars based on a network of co-authored papers by scholars in the academic field, and in particular to a method for grouping scholars based on the combination of geodesic space density gradient transfer and K-means linear clustering method. Background technique [0002] In today's era of increasingly diverse scientific research, rationalized collaboration between researchers of different disciplines and different research groups is conducive to enriching the knowledge background, improving the efficiency of research, and completing high-quality tasks. The research on the construction and identification of academic teams can discover the cooperation situation among talents in various disciplines, promote the intersection of disciplines and the dissemination of knowledge; it can also provide researchers with a reasonable cooperation model suggestion to improve their abilit...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/35G06K9/62
CPCG06F18/23213
Inventor 宁兆龙张凯源孔祥杰夏锋
Owner DALIAN UNIV OF TECH
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