Deep order flow imbalance: Extracting alpha at multiple horizons from the limit order book

DOI10.1111/MAFI.12413OpenAlexW4385068299MaRDI QIDQ6187364

Unnamed Author, Nicholas Westray, Petter Kolm

Publication date: 31 January 2024

Published in: Mathematical Finance (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1111/mafi.12413

zbMATH Keywords

artificial neural networksmarket microstructurehigh-frequency tradingreturn predictabilitydeep learningorder flowlimit order booksmultiple horizonsfinancial machine learning

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07) Financial markets (91G15)

Cites Work

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• Deep learning for time series classification: a review
• A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity
• Rough fractional diffusions as scaling limits of nearly unstable heavy tailed Hawkes processes
• Does anything beat 5-minute RV? A comparison of realized measures across multiple asset classes
• Data-based ranking of realised volatility estimators
• Limit order books
• The price impact of order book events: market orders, limit orders and cancellations
• The Long Memory of the Efficient Market
• Continuous Auctions and Insider Trading
• Fluctuations and response in financial markets: the subtle nature of ‘random’ price changes
• Modelling high-frequency limit order book dynamics with support vector machines
• Empirical properties of asset returns: stylized facts and statistical issues
• Liquidity fluctuations and the latent dynamics of price impact
• Forecasting jump arrivals in stock prices: new attention-based network architecture using limit order book data
• Deep Learning for Market by Order Data
• Deep learning for limit order books
• Universal features of price formation in financial markets: perspectives from deep learning
• DeepLOB: Deep Convolutional Neural Networks for Limit Order Books
• Learning representations by back-propagating errors
• Random walks, liquidity molasses and critical response in financial markets

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