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TagTag: A Novel Framework for Service Tags Recommendation and Missing Tag Prediction

  • Faculty of Computing, Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Currently, service tag recommendation plays an important role in the study of services. As a result, there have been many service tag recommendation studies that have achieved significant achievements. However, existing studies mainly have two problems: they only recommend one tag and cannot determine whether new tags are needed. To help solve the above problems, we propose a novel graph neural framework named TagTag to make multi-tag recommendations and missing tag prediction, which relies on the idea of tag collaboration graph. We conduct experiments on the real-world dataset from ProgrammableWeb, and the results show that TagTag performs better than existing studies. The code used in this paper is fully accessible at https://github.com/HIT-ICES/TagTag.

Original languageEnglish
Title of host publicationService-Oriented Computing - 20th International Conference, ICSOC 2022, Proceedings
EditorsJavier Troya, Brahim Medjahed, Mario Piattini, Lina Yao, Pablo Fernández, Antonio Ruiz-Cortés
PublisherSpringer Science and Business Media Deutschland GmbH
Pages340-348
Number of pages9
ISBN (Print)9783031209833
DOIs
StatePublished - 2022
Externally publishedYes
Event20th International Conference on Service-Oriented Computing, ICSOC 2022 - Seville, Spain
Duration: 29 Nov 20222 Dec 2022

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13740 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference20th International Conference on Service-Oriented Computing, ICSOC 2022
Country/TerritorySpain
CitySeville
Period29/11/222/12/22

Keywords

  • Deep learning
  • Service tag prediction
  • Service tags recommendation
  • Tags collaboration graph
  • Web services

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