Research topics and trends in the maritime transport: a structural topic model
Maritime transport is considered as the lynchpin of global trade. In the past decades, a large number of academic articles in the maritime transport field have been published. This study aims to provide a comprehensive review of the development of maritime transport research. A structural topic mode...
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sg-ntu-dr.10356-1597332022-06-30T06:15:51Z Research topics and trends in the maritime transport: a structural topic model Bai, Xiwen Zhang, Xiunian Li, Kevin X. Zhou, Yaoming Yuen, Kum Fai School of Civil and Environmental Engineering Engineering::Civil engineering Maritime Transport Shipping Maritime transport is considered as the lynchpin of global trade. In the past decades, a large number of academic articles in the maritime transport field have been published. This study aims to provide a comprehensive review of the development of maritime transport research. A structural topic model (STM) is adopted to analyze the research themes and trends in the maritime literature. STM is a text mining-based methodology to uncover main topics from large-scale unstructured textual data. In total, 3199 articles published between Jan 1991 and Aug 2020 were collected and analyzed. The results show that the major academic concerns of maritime transport are related to port management, container operations and liner shipping management. The overall research trends have shifted from regulations and policy management to efficient, integrated and sustainable maritime transport over the past few decades. The main research topics and emerging trends discovered from STM can facilitate researchers, funding groups and policymakers for identifying contemporary research issues and making more informed decisions. This research is supported by the National Natural Science Foundation of China (NSFC) (Grant Nos. 72001123, 72031005), by Key project of Philosophy and Social Science Research of Ministry of Education, PRC (Grant No. 20JZD016), and bya grant from Center for Smart Logistics and Supply Chain Systems, Tsinghua University, China (Project No. THUCSL20182911756-010). 2022-06-30T06:15:51Z 2022-06-30T06:15:51Z 2021 Journal Article Bai, X., Zhang, X., Li, K. X., Zhou, Y. & Yuen, K. F. (2021). Research topics and trends in the maritime transport: a structural topic model. Transport Policy, 102, 11-24. https://dx.doi.org/10.1016/j.tranpol.2020.12.013 0967-070X https://hdl.handle.net/10356/159733 10.1016/j.tranpol.2020.12.013 2-s2.0-85099344472 102 11 24 en Transport Policy © 2020 Elsevier Ltd. All rights reserved. |
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Engineering::Civil engineering Maritime Transport Shipping Bai, Xiwen Zhang, Xiunian Li, Kevin X. Zhou, Yaoming Yuen, Kum Fai Research topics and trends in the maritime transport: a structural topic model |
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Maritime transport is considered as the lynchpin of global trade. In the past decades, a large number of academic articles in the maritime transport field have been published. This study aims to provide a comprehensive review of the development of maritime transport research. A structural topic model (STM) is adopted to analyze the research themes and trends in the maritime literature. STM is a text mining-based methodology to uncover main topics from large-scale unstructured textual data. In total, 3199 articles published between Jan 1991 and Aug 2020 were collected and analyzed. The results show that the major academic concerns of maritime transport are related to port management, container operations and liner shipping management. The overall research trends have shifted from regulations and policy management to efficient, integrated and sustainable maritime transport over the past few decades. The main research topics and emerging trends discovered from STM can facilitate researchers, funding groups and policymakers for identifying contemporary research issues and making more informed decisions. |
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School of Civil and Environmental Engineering |
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School of Civil and Environmental Engineering Bai, Xiwen Zhang, Xiunian Li, Kevin X. Zhou, Yaoming Yuen, Kum Fai |
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Article |
author |
Bai, Xiwen Zhang, Xiunian Li, Kevin X. Zhou, Yaoming Yuen, Kum Fai |
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Bai, Xiwen |
title |
Research topics and trends in the maritime transport: a structural topic model |
title_short |
Research topics and trends in the maritime transport: a structural topic model |
title_full |
Research topics and trends in the maritime transport: a structural topic model |
title_fullStr |
Research topics and trends in the maritime transport: a structural topic model |
title_full_unstemmed |
Research topics and trends in the maritime transport: a structural topic model |
title_sort |
research topics and trends in the maritime transport: a structural topic model |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/159733 |
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1738844844276580352 |