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Graph Neural Networks-Based Multilabel Classification of Citation Network

  • ISEP - Institut Supérieur d’Électronique de Paris

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

5 Citations (Scopus)

Abstract

There is an increasing number of applications where data can be represented as graphs. Besides, it is well-known that artificial intelligence approaches have become a very active and promising research field, mostly due to deep learning technologies. However popular deep learning architectures were designed to treat mostly image and text data. Graph Neural Network is the branch of machine learning which builds neural networks for graph data. In this context, many authors have recently proposed to adapt existing approaches to graphs and networks. In this paper we train three models of Graph Neural Networks on an academic citation network of Computer Science papers, and we explore the advantages of turning the problem into a multilabel classification problem.

Original languageEnglish
Title of host publicationIntelligent Information and Database Systems - 14th Asian Conference, ACIIDS 2022, Proceedings
EditorsNgoc Thanh Nguyen, Bogdan Trawiński, Ngoc Thanh Nguyen, Tien Khoa Tran, Ualsher Tukayev, Tzung-Pei Hong, Edward Szczerbicki
PublisherSpringer Science and Business Media Deutschland GmbH
Pages128-140
Number of pages13
ISBN (Print)9783031219665
DOIs
Publication statusPublished - 1 Jan 2022
Externally publishedYes
Event14th Asian Conference on Intelligent Information and Database Systems , ACIIDS 2022 - Ho Chi Minh City, Viet Nam
Duration: 28 Nov 2022 → 30 Nov 2022

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13758 LNAI
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference14th Asian Conference on Intelligent Information and Database Systems , ACIIDS 2022
Country/TerritoryViet Nam
CityHo Chi Minh City
Period28/11/22 → 30/11/22

Keywords

  • Citation network
  • Graph neural networks
  • Multilabel classification

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