MGPraxis6,400 papers identified by name

Machine learning return prediction in crypto

11 papers on machine learning return prediction in crypto as a systematic trading strategy. Machine learning return prediction papers on bitcoin and other digital assets: 11 of the 153 in machine learning return prediction. 8 name a method, most often neural networks (6). The most cited is Cryptocurrency return prediction: A machine learning analysis (2024).

Papers112018–2026
Share of the family7 %11 of 153

Papers on machine learning return prediction in crypto

11 papersMost citedNewest
cited bymethod
Cryptocurrency return prediction: A machine learning analysis by Li et al.4Tree ensembles +12024
Utilizing RNN for Real-time Cryptocurrency Price Prediction and Trading Strategy Optimization by Tumpa and Maduranga1Neural networks2024
Constructing trading strategy ensembles by classifying market states by Balcerak and Schmelzer1Neural networks2020
Beyond the Hype: A Multi-Layer Machine Learning Framework for Cryptocurrency Return Forecasting by Khoso0Classical time series +12026
Does Machine Learning always Beat Traditional Models? Beta Estimation in Cryptocurrency Markets by Aghaei and Ekponon02026
Machine Learning, Electricity Prices, and the Cross-Section of Hourly Cryptocurrency Returns by Abedin et al.02026
Meta-Learning Reinforcement Learning for Crypto-Return Prediction by Wang et al.0Language models +12026
Evaluating COVID 19 Feature Contributions to Bitcoin Return Forecasting: Methodology Based on LightGBM and Genetic Optimization by Mahmoud and Velichko0Tree ensembles2025
The Training Set Delusion: Machine Learning Overfitting in Bitcoin Return and Volatility Prediction by Wang et al.02025
Exploring the Advantages of Transformers for High-Frequency Trading by Barez et al.0Neural networks2023
Bitcoin Technical Trading With Artificial Neural Network by Nakano et al.Neural networks2018
Papers tagged from title and abstract by MarketGraphs Praxis. Citation counts from OpenAlex.
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