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Intelligent financial fraud detection practices in post-pandemic era

The great losses caused by financial fraud have attracted continuous attention from academia, industry, and regulatory agencies. More concerning, the ongoing coronavirus pandemic (COVID-19) unexpectedly shocks the global financial system and accelerates the use of digital financial services, which b...

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Detalles Bibliográficos
Autores principales: Zhu, Xiaoqian, Ao, Xiang, Qin, Zidi, Chang, Yanpeng, Liu, Yang, He, Qing, Li, Jianping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8581570/
https://www.ncbi.nlm.nih.gov/pubmed/34806059
http://dx.doi.org/10.1016/j.xinn.2021.100176
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author Zhu, Xiaoqian
Ao, Xiang
Qin, Zidi
Chang, Yanpeng
Liu, Yang
He, Qing
Li, Jianping
author_facet Zhu, Xiaoqian
Ao, Xiang
Qin, Zidi
Chang, Yanpeng
Liu, Yang
He, Qing
Li, Jianping
author_sort Zhu, Xiaoqian
collection PubMed
description The great losses caused by financial fraud have attracted continuous attention from academia, industry, and regulatory agencies. More concerning, the ongoing coronavirus pandemic (COVID-19) unexpectedly shocks the global financial system and accelerates the use of digital financial services, which brings new challenges in effective financial fraud detection. This paper provides a comprehensive overview of intelligent financial fraud detection practices. We analyze the new features of fraud risk caused by the pandemic and review the development of data types used in fraud detection practices from quantitative tabular data to various unstructured data. The evolution of methods in financial fraud detection is summarized, and the emerging Graph Neural Network methods in the post-pandemic era are discussed in particular. Finally, some of the key challenges and potential directions are proposed to provide inspiring information on intelligent financial fraud detection in the future.
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spelling pubmed-85815702021-11-18 Intelligent financial fraud detection practices in post-pandemic era Zhu, Xiaoqian Ao, Xiang Qin, Zidi Chang, Yanpeng Liu, Yang He, Qing Li, Jianping Innovation (Camb) Review The great losses caused by financial fraud have attracted continuous attention from academia, industry, and regulatory agencies. More concerning, the ongoing coronavirus pandemic (COVID-19) unexpectedly shocks the global financial system and accelerates the use of digital financial services, which brings new challenges in effective financial fraud detection. This paper provides a comprehensive overview of intelligent financial fraud detection practices. We analyze the new features of fraud risk caused by the pandemic and review the development of data types used in fraud detection practices from quantitative tabular data to various unstructured data. The evolution of methods in financial fraud detection is summarized, and the emerging Graph Neural Network methods in the post-pandemic era are discussed in particular. Finally, some of the key challenges and potential directions are proposed to provide inspiring information on intelligent financial fraud detection in the future. Elsevier 2021-10-20 /pmc/articles/PMC8581570/ /pubmed/34806059 http://dx.doi.org/10.1016/j.xinn.2021.100176 Text en © 2021. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Review
Zhu, Xiaoqian
Ao, Xiang
Qin, Zidi
Chang, Yanpeng
Liu, Yang
He, Qing
Li, Jianping
Intelligent financial fraud detection practices in post-pandemic era
title Intelligent financial fraud detection practices in post-pandemic era
title_full Intelligent financial fraud detection practices in post-pandemic era
title_fullStr Intelligent financial fraud detection practices in post-pandemic era
title_full_unstemmed Intelligent financial fraud detection practices in post-pandemic era
title_short Intelligent financial fraud detection practices in post-pandemic era
title_sort intelligent financial fraud detection practices in post-pandemic era
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8581570/
https://www.ncbi.nlm.nih.gov/pubmed/34806059
http://dx.doi.org/10.1016/j.xinn.2021.100176
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