{"title":"可解释人工智能在金融领域应用的系统文献综述","authors":"Abdullah Emir Cil , Kazim Yildiz","doi":"10.1016/j.iot.2025.101696","DOIUrl":null,"url":null,"abstract":"<div><div>The development of artificial intelligence undoubtedly affects every field containing data. Today, the integration of artificial intelligence into systems has gained momentum in a remarkable way. The use of artificial intelligence in finance has an important share among the areas where artificial intelligence is integrated. However, it is an issue that needs to be considered how safe it is when using artificial intelligence in a critical area such as finance. Many artificial intelligence algorithms used work as a closed box and there is no clear observation of how it works. At this point, the importance of the concept of explainable artificial intelligence emerges. In this study, a literature review has been conducted to examine the studies on explainable artificial intelligence algorithms used in the financial sector. In the literature study, answers to the questions of “which explainable artificial intelligence algorithms are used for which financial services”, “whether explainable artificial intelligence algorithms are really suitable for financial services”, “what effect the use of explainable artificial intelligence has on the performance of the financial services offered”, “what kind of data sets are preferred for the applications of explainable artificial intelligence algorithms in financial services” were sought.</div></div>","PeriodicalId":29968,"journal":{"name":"Internet of Things","volume":"33 ","pages":"Article 101696"},"PeriodicalIF":7.6000,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A systematic literature review on applications of explainable artificial intelligence in the financial sector\",\"authors\":\"Abdullah Emir Cil , Kazim Yildiz\",\"doi\":\"10.1016/j.iot.2025.101696\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The development of artificial intelligence undoubtedly affects every field containing data. Today, the integration of artificial intelligence into systems has gained momentum in a remarkable way. The use of artificial intelligence in finance has an important share among the areas where artificial intelligence is integrated. However, it is an issue that needs to be considered how safe it is when using artificial intelligence in a critical area such as finance. Many artificial intelligence algorithms used work as a closed box and there is no clear observation of how it works. At this point, the importance of the concept of explainable artificial intelligence emerges. In this study, a literature review has been conducted to examine the studies on explainable artificial intelligence algorithms used in the financial sector. In the literature study, answers to the questions of “which explainable artificial intelligence algorithms are used for which financial services”, “whether explainable artificial intelligence algorithms are really suitable for financial services”, “what effect the use of explainable artificial intelligence has on the performance of the financial services offered”, “what kind of data sets are preferred for the applications of explainable artificial intelligence algorithms in financial services” were sought.</div></div>\",\"PeriodicalId\":29968,\"journal\":{\"name\":\"Internet of Things\",\"volume\":\"33 \",\"pages\":\"Article 101696\"},\"PeriodicalIF\":7.6000,\"publicationDate\":\"2025-07-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Internet of Things\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2542660525002100\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Internet of Things","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2542660525002100","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
A systematic literature review on applications of explainable artificial intelligence in the financial sector
The development of artificial intelligence undoubtedly affects every field containing data. Today, the integration of artificial intelligence into systems has gained momentum in a remarkable way. The use of artificial intelligence in finance has an important share among the areas where artificial intelligence is integrated. However, it is an issue that needs to be considered how safe it is when using artificial intelligence in a critical area such as finance. Many artificial intelligence algorithms used work as a closed box and there is no clear observation of how it works. At this point, the importance of the concept of explainable artificial intelligence emerges. In this study, a literature review has been conducted to examine the studies on explainable artificial intelligence algorithms used in the financial sector. In the literature study, answers to the questions of “which explainable artificial intelligence algorithms are used for which financial services”, “whether explainable artificial intelligence algorithms are really suitable for financial services”, “what effect the use of explainable artificial intelligence has on the performance of the financial services offered”, “what kind of data sets are preferred for the applications of explainable artificial intelligence algorithms in financial services” were sought.
期刊介绍:
Internet of Things; Engineering Cyber Physical Human Systems is a comprehensive journal encouraging cross collaboration between researchers, engineers and practitioners in the field of IoT & Cyber Physical Human Systems. The journal offers a unique platform to exchange scientific information on the entire breadth of technology, science, and societal applications of the IoT.
The journal will place a high priority on timely publication, and provide a home for high quality.
Furthermore, IOT is interested in publishing topical Special Issues on any aspect of IOT.