{"title":"Beyond Trend Following: Deep Learning for Market Trend Prediction","authors":"Fernando Berzal, Alberto Garcia","doi":"arxiv-2407.13685","DOIUrl":null,"url":null,"abstract":"Trend following and momentum investing are common strategies employed by\nasset managers. Even though they can be helpful in the proper situations, they\nare limited in the sense that they work just by looking at past, as if we were\ndriving with our focus on the rearview mirror. In this paper, we advocate for\nthe use of Artificial Intelligence and Machine Learning techniques to predict\nfuture market trends. These predictions, when done properly, can improve the\nperformance of asset managers by increasing returns and reducing drawdowns.","PeriodicalId":501478,"journal":{"name":"arXiv - QuantFin - Trading and Market Microstructure","volume":"47 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Trading and Market Microstructure","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.13685","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
Trend following and momentum investing are common strategies employed by
asset managers. Even though they can be helpful in the proper situations, they
are limited in the sense that they work just by looking at past, as if we were
driving with our focus on the rearview mirror. In this paper, we advocate for
the use of Artificial Intelligence and Machine Learning techniques to predict
future market trends. These predictions, when done properly, can improve the
performance of asset managers by increasing returns and reducing drawdowns.