The role of deep learning in supply chain collaboration and cooperation

In today’s globalized and technologically advanced business landscape, supply chain collaboration is crucial for enterprises seeking to gain a competitive edge, enhance operational efficiency, and adapt to market dynamics. Traditional methods often fall short in managing the complexities and rapid c...

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Main Authors: Cai, Junjie, Sharkawi, Ismawati, Taasim, Shairil Izwan
Format: Article
Language:English
Published: IGI Global 2024
Online Access:http://psasir.upm.edu.my/id/eprint/113413/1/113413.pdf
http://psasir.upm.edu.my/id/eprint/113413/
https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/JOEUC.342841
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spelling my.upm.eprints.1134132024-11-22T08:35:58Z http://psasir.upm.edu.my/id/eprint/113413/ The role of deep learning in supply chain collaboration and cooperation Cai, Junjie Sharkawi, Ismawati Taasim, Shairil Izwan In today’s globalized and technologically advanced business landscape, supply chain collaboration is crucial for enterprises seeking to gain a competitive edge, enhance operational efficiency, and adapt to market dynamics. Traditional methods often fall short in managing the complexities and rapid changes within supply chains. This study introduces an innovative deep learning model, combining BERT, GAT, and RL, to address these challenges effectively. The model demonstrates its prowess in processing supply chain data, accurately predicting market trends, and optimizing decision-making processes. By leveraging deep learning, this research not only expands theoretical applications in supply chain management but also provides practical tools to boost operational efficiency, highlighting the immense potential and practical value of deep learning technology in modern supply chain management. IGI Global 2024 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/113413/1/113413.pdf Cai, Junjie and Sharkawi, Ismawati and Taasim, Shairil Izwan (2024) The role of deep learning in supply chain collaboration and cooperation. Journal of Organizational and End User Computing, 36 (1). pp. 1-23. ISSN 1546-2234; eISSN: 1546-5012 https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/JOEUC.342841 10.4018/JOEUC.342841
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description In today’s globalized and technologically advanced business landscape, supply chain collaboration is crucial for enterprises seeking to gain a competitive edge, enhance operational efficiency, and adapt to market dynamics. Traditional methods often fall short in managing the complexities and rapid changes within supply chains. This study introduces an innovative deep learning model, combining BERT, GAT, and RL, to address these challenges effectively. The model demonstrates its prowess in processing supply chain data, accurately predicting market trends, and optimizing decision-making processes. By leveraging deep learning, this research not only expands theoretical applications in supply chain management but also provides practical tools to boost operational efficiency, highlighting the immense potential and practical value of deep learning technology in modern supply chain management.
format Article
author Cai, Junjie
Sharkawi, Ismawati
Taasim, Shairil Izwan
spellingShingle Cai, Junjie
Sharkawi, Ismawati
Taasim, Shairil Izwan
The role of deep learning in supply chain collaboration and cooperation
author_facet Cai, Junjie
Sharkawi, Ismawati
Taasim, Shairil Izwan
author_sort Cai, Junjie
title The role of deep learning in supply chain collaboration and cooperation
title_short The role of deep learning in supply chain collaboration and cooperation
title_full The role of deep learning in supply chain collaboration and cooperation
title_fullStr The role of deep learning in supply chain collaboration and cooperation
title_full_unstemmed The role of deep learning in supply chain collaboration and cooperation
title_sort role of deep learning in supply chain collaboration and cooperation
publisher IGI Global
publishDate 2024
url http://psasir.upm.edu.my/id/eprint/113413/1/113413.pdf
http://psasir.upm.edu.my/id/eprint/113413/
https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/JOEUC.342841
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score 13.223943