Strategic Execution Trajectories

Giuliana Bordigoni, Man AHL

Alessio Figalli, ETH Zurich

Anthony Ledford, Man AHL 

Philipp Ustinov, Man Group plc

SSRN

 

Adaptive Robust Control in Continuous-Time

Theerawat Bhudiskaksang, Mathematical Institute, University of Oxford

Álvaro Cartea, University of Oxford -Oxford Man Institute of Quantitative Finance

Forthcoming SIAM Journal on Control and Optimization

 

Online Drift Estimation for Jump-Diffusion Processes

Theerawat Bhudiskaksang, Mathematical Institute, University of Oxford

Álvaro Cartea, University of Oxford -Oxford Man Institute of Quantitative Finance

Bernoulli, 27 (4) 2494 – 2518, November 2021

 

Deep Reinforcement Learning for Algorithmic Trading

Álvaro Cartea, University of Oxford -Oxford Man Institute of Quantitative Finance

Sebastian Jaimungal, University of Toronto, Department of Statistics

Leandro Sánchez-Betancourt, Mathematical Institute, University of Oxford

In Machine Learning in Financial Markets: A guide to contemporary practices. Edited by C.-A. Lehalle and A. Capponi. Cambridge University Press.

 

Multi-Horizon Forecasting for Limit Order Books: Novel Deep Learning Approaches and Hardware Acceleration using Intelligent Processing Units

Zihao Zhang. University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:2105.10430v2

 

Deep Learning for Market by Order Data

Zihao Zhang. University of Oxford – Oxford Man Institute of Quantitative Finance

Bryan Lim, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:2102.08811v2

 

Building Cross-Sectional Systematic Strategies By Learning to Rank

Daniel Poh, University of Oxford – Oxford Man Institute of Quantitative Finance

Bryan Lim, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

Journal of Financial Data Science 2021

 

Slow Momentum with Fast Reversion: A Trading Strategy Using Deep Learning and Changepoint Detection

Kieran Wood, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:2105.13727v2

 

Quantifying long-term market impact

Campbell R. Harvey, Duke University, adviser to Man Group plc

Anthony Ledford, Man AHL 

Emidio Sciulli, Man AHL 

Philipp Ustinov, Man Group plc

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

SSRN

 

Realised Volatility Forecasting: Machine Learning via Financial Word Embedding

Eghbal Rahimikia, University of Manchester – Alliance Manchester Business School

Stefan Zohren, University of Oxford – Oxford-Man Institute of Quantitative Finance

Ser-Huang Poon, Alliance Manchester Business School, University of Manchester; Alan Turing Institute

SSRN

 

Enhancing Cross-Sectional Currency Strategies by Ranking Refinement with Transformer-based Architectures

Daniel Poh, University of Oxford – Oxford Man Institute of Quantitative Finance

Bryan Lim, University of Oxford -Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

SSRN

 

Large Non-Stationary Noisy Covariance Matrices: A Cross-Validation Approach

Vincent W. C. Tan, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:2012.05757v1

 

Sentiment Correlation in Financial News Networks and Associated Market Movements

Xingchen Wan, University of Oxford – Oxford Man Institute of Quantitative Finance

Jie Yang, School of Public Health, Zhejiang University, China, Harvard Medical School, Harvard University, USA

Slavi Marinov, Man AHL

Jan-Peter Calliess, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Xiaowen Dong, University of Oxford – Oxford Man Institute of Quantitative Finance

 

Investment Sizing with Deep Learning Prediction Uncertainties for High-Frequency Eurodollar Futures Trading

Trent Spears, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

SSRN

 

Deep Learning for Portfolio Optimisation

Zihao Zhang, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

SSRN

 

Time Series Forecasting With Deep Learning: A Survey

Bryan Lim, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:2004.13408v2

 

Detecting Changes in Asset Co-Movement Using the Autoencoder Reconstruction Ratio

Bryan Lim, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

SSRN

 

Deep Reinforcement Learning for Trading

Zihao Zhang, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:1911.10107v1

 

Extending Deep Learning Models for Limit Order Books to Quantile Regression

Zihao Zhang, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:1906.04404v1

 

Enhancing Time Series Momentum Strategies Using Deep Neural Networks

Bryan Lim, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:1904.04912v3

 

BDLOB: Bayesian Deep Convolutional Neural Networks for Limit Order Books

Zihao Zhang, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

arXiv:1811.10041v1

 

DeepLOB: Deep Convolutional Neural Networks for Limit Order Books

Zihao Zhang, University of Oxford – Oxford Man Institute of Quantitative Finance

Stefan Zohren, University of Oxford – Oxford Man Institute of Quantitative Finance

Stephen Roberts, University of Oxford – Oxford Man Institute of Quantitative Finance

SSRN