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Reviewer recommendation method based on tree structure representation

A technology of tree structure and recommendation method, which is applied in the fields of unstructured text data retrieval, instrumentation, electronic digital data processing, etc., can solve the problems that are not well utilized, and achieve good recommendation effect

Pending Publication Date: 2021-10-29
HARBIN INST OF TECH
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AI Technical Summary

Problems solved by technology

At present, domestic and foreign researches on scholars’ expression are more concerned with his published papers and the social network among reviewers, while the information of scholars’ biographies and references of papers has not been well utilized.

Method used

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  • Reviewer recommendation method based on tree structure representation
  • Reviewer recommendation method based on tree structure representation
  • Reviewer recommendation method based on tree structure representation

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Embodiment Construction

[0027] The technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0028] combine Figure 1-Figure 4 , the present invention proposes a method for recommending reviewers based on a tree structure representation, the method comprising the following steps:

[0029] Step A. Generating the reviewer tree: firstly, the hierarchical structure of the tree must be clarified. According to the hierarchical relationship between the existing data set attributes and the data, different data sets are organized through a tree st...

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Abstract

The invention provides a reviewer recommendation method based on tree structure representation, and the method comprises the steps: firstly constructing a reviewer tree, organizing information into a tree according to a hierarchical logic structure of data, and carrying out the feature representation of tree nodes; carrying out feature extraction of a tree structure, obtaining similar information of hierarchical nodes through clustering, obtaining supplemental information of the hierarchical nodes to superior nodes by constructing a local sensing reconstruction model, and finally reconstructing the superior nodes by combining result global weight and local weight with child nodes, wherein feature representation of a tree structure is finally obtained from bottom to top in the process; and finally, carrying out reviewer recommendation by calculating the similarity represented by tree structure features. Compared with an existing scheme, a better recommendation effect is obtained.

Description

technical field [0001] The invention belongs to the technical field of feature representation learning and recommendation systems, and in particular relates to a reviewer recommendation method based on tree structure representation. Background technique [0002] With the rapid development of information technology, scientific research information has also exploded. How to help scientific researchers quickly and efficiently find experts related to their own research fields has always attracted much attention. At present, domestic and foreign researches on scholars' expression are more concerned with the papers he publishes and the social network among reviewers, while the information of scholars' biographies and references of papers has not been well utilized. Therefore, how to integrate the multi-source information of reviewers, fully represent the characteristics of reviewers, and efficiently recommend reviewers has become a problem that needs to be solved urgently. [00...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/31G06F16/335G06F16/35G06K9/62
CPCG06F16/322G06F16/335G06F16/35G06F18/22G06F18/23213
Inventor 张海军袁琦
Owner HARBIN INST OF TECH
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