Passer à la navigation principale Passer à la recherche Passer au contenu principal

Graph Neural Networks-Based Multilabel Classification of Citation Network

  • ISEP - Institut Supérieur d’Électronique de Paris

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collection › Contribution à une conférence › Revue par des pairs

5 Citations (Scopus)

Résumé

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.

langue originaleAnglais
titreIntelligent Information and Database Systems - 14th Asian Conference, ACIIDS 2022, Proceedings
rédacteurs en chefNgoc Thanh Nguyen, Bogdan Trawiński, Ngoc Thanh Nguyen, Tien Khoa Tran, Ualsher Tukayev, Tzung-Pei Hong, Edward Szczerbicki
EditeurSpringer Science and Business Media Deutschland GmbH
Pages128-140
Nombre de pages13
ISBN (imprimé)9783031219665
Les DOIs
étatPublié - 1 janv. 2022
Modification externeOui
Evénement14th Asian Conference on Intelligent Information and Database Systems , ACIIDS 2022 - Ho Chi Minh City, Viet-Nam
Durée: 28 nov. 2022 → 30 nov. 2022

Série de publications

NomLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13758 LNAI
ISSN (imprimé)0302-9743
ISSN (Electronique)1611-3349

Une conférence

Une conférence14th Asian Conference on Intelligent Information and Database Systems , ACIIDS 2022
Pays/TerritoireViet-Nam
La villeHo Chi Minh City
période28/11/22 → 30/11/22

Empreinte digitale

Examiner les sujets de recherche de « Graph Neural Networks-Based Multilabel Classification of Citation Network ». Ensemble, ils forment une empreinte digitale unique.

Contient cette citation