{"title":"加密货币的价格波动和适应性学习","authors":"Joy D. Xiuyao Yang","doi":"10.1016/j.gfj.2025.101132","DOIUrl":null,"url":null,"abstract":"<div><div>This paper studies a theoretical question: Why is cryptocurrency so volatile? To investigate this, I apply a New Monetary model that incorporates an adaptive learning assumption. Specifically, building on the baseline framework of <span><span>Choi and Rocheteau (2021)</span></span>, I relax their perfect foresight assumption by replacing it with adaptive learning. I show how high volatility can emerge under this revised assumption. With a simple learning rate algorithm, I find that adaptive learning can alter the stability of steady states. For instance, with a high learning rate, the system can experience a period of doubling bifurcation, potentially leading to chaotic regimes or explosive paths. These price dynamics help explain the extreme volatility observed in cryptocurrency markets.</div></div>","PeriodicalId":46907,"journal":{"name":"Global Finance Journal","volume":"67 ","pages":"Article 101132"},"PeriodicalIF":5.5000,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cryptocurrency’s price volatility and adaptive learning\",\"authors\":\"Joy D. Xiuyao Yang\",\"doi\":\"10.1016/j.gfj.2025.101132\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This paper studies a theoretical question: Why is cryptocurrency so volatile? To investigate this, I apply a New Monetary model that incorporates an adaptive learning assumption. Specifically, building on the baseline framework of <span><span>Choi and Rocheteau (2021)</span></span>, I relax their perfect foresight assumption by replacing it with adaptive learning. I show how high volatility can emerge under this revised assumption. With a simple learning rate algorithm, I find that adaptive learning can alter the stability of steady states. For instance, with a high learning rate, the system can experience a period of doubling bifurcation, potentially leading to chaotic regimes or explosive paths. These price dynamics help explain the extreme volatility observed in cryptocurrency markets.</div></div>\",\"PeriodicalId\":46907,\"journal\":{\"name\":\"Global Finance Journal\",\"volume\":\"67 \",\"pages\":\"Article 101132\"},\"PeriodicalIF\":5.5000,\"publicationDate\":\"2025-06-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Global Finance Journal\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1044028325000596\",\"RegionNum\":2,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Global Finance Journal","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1044028325000596","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
Cryptocurrency’s price volatility and adaptive learning
This paper studies a theoretical question: Why is cryptocurrency so volatile? To investigate this, I apply a New Monetary model that incorporates an adaptive learning assumption. Specifically, building on the baseline framework of Choi and Rocheteau (2021), I relax their perfect foresight assumption by replacing it with adaptive learning. I show how high volatility can emerge under this revised assumption. With a simple learning rate algorithm, I find that adaptive learning can alter the stability of steady states. For instance, with a high learning rate, the system can experience a period of doubling bifurcation, potentially leading to chaotic regimes or explosive paths. These price dynamics help explain the extreme volatility observed in cryptocurrency markets.
期刊介绍:
Global Finance Journal provides a forum for the exchange of ideas and techniques among academicians and practitioners and, thereby, advances applied research in global financial management. Global Finance Journal publishes original, creative, scholarly research that integrates theory and practice and addresses a readership in both business and academia. Articles reflecting pragmatic research are sought in areas such as financial management, investment, banking and financial services, accounting, and taxation. Global Finance Journal welcomes contributions from scholars in both the business and academic community and encourages collaborative research from this broad base worldwide.