Zhuofan Zhong, Shijie Gao, Jiahui Huang, Haoyu Zhou, Siyu Xu, Yang Lin
{"title":"The Art of Investing: The Secrets of Gold and Bitcoin Prices","authors":"Zhuofan Zhong, Shijie Gao, Jiahui Huang, Haoyu Zhou, Siyu Xu, Yang Lin","doi":"10.18282/ff.v11i2.3170","DOIUrl":null,"url":null,"abstract":"Market traders frequently buy and sell volatile assets with the goal of maximizing total returns. In the complex market, how to predict the general trend of the market more accurately, how to determine the buying point or selling point, to maximize the target income, is the primary consideration of investors more scientifically and reasonably. In this paper, based on the closing price data of bitcoin and gold on Nasdaq from September 11, 2016 to September 10, 2021,[1] we first build a LSTM neural network prediction model for sliding sequence prediction, on this basis, we build a trading strategy selection model based on nonlinear programming, and introduce Monte Carlo algorithm to optimize the solution.","PeriodicalId":242006,"journal":{"name":"Financial Forum","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Financial Forum","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.18282/ff.v11i2.3170","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Market traders frequently buy and sell volatile assets with the goal of maximizing total returns. In the complex market, how to predict the general trend of the market more accurately, how to determine the buying point or selling point, to maximize the target income, is the primary consideration of investors more scientifically and reasonably. In this paper, based on the closing price data of bitcoin and gold on Nasdaq from September 11, 2016 to September 10, 2021,[1] we first build a LSTM neural network prediction model for sliding sequence prediction, on this basis, we build a trading strategy selection model based on nonlinear programming, and introduce Monte Carlo algorithm to optimize the solution.