Ben Wood

JP Morgan Chase

London

United Kingdom

SCHOLARLY PAPERS

6

DOWNLOADS
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Top 5,634

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9,099

SSRN CITATIONS
Rank 24,980

SSRN RANKINGS

Top 24,980

in Total Papers Citations

22

CROSSREF CITATIONS

15

Scholarly Papers (6)

1.

Deep Hedging: Hedging Derivatives Under Generic Market Frictions Using Reinforcement Learning

Swiss Finance Institute Research Paper No. 19-80
Number of pages: 14 Posted: 30 May 2019 Last Revised: 02 Jan 2020
JP Morgan, Ludwig-Maximilians-Universität München, ETH Zurich, JP Morgan Chase, JP Morgan and JP Morgan
Downloads 4,726 (2,144)
Citation 17

Abstract:

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Reinforcement Learning, Imperfect Hedging, Derivatives Pricing, Derivatives Hedging, Deep Learning

2.

Deep Hedging

Number of pages: 32 Posted: 20 Feb 2018 Last Revised: 28 Apr 2019
JP Morgan, Ludwig-Maximilians-Universität München, ETH Zurich and JP Morgan Chase
Downloads 1,304 (17,956)
Citation 7

Abstract:

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reinforcement learning, approximate dynamic programming, machine learning, market frictions, transaction costs, hedging, risk management, portfolio optimization

3.

Deep Hedging: Learning Risk-Neutral Implied Volatility Dynamics

Number of pages: 19 Posted: 29 Mar 2021
JP Morgan, affiliation not provided to SSRN, Imperial College London - Department of Mathematics and JP Morgan Chase
Downloads 984 (27,242)
Citation 1

Abstract:

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Stochastic Implied Volatility, Deep Hedging, Minimal Entropy Martingale Measure, Statistical Arbitrage, Machine Learning, Deep Learning, Reinforcement Learning

4.

Deep Hedging: Learning to Simulate Equity Option Markets

Number of pages: 13 Posted: 14 Nov 2019
University of Kaiserslautern - Department of Mathematics, JP Morgan, JP Morgan Chase and JP Morgan
Downloads 943 (28,961)
Citation 13

Abstract:

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volatility surface, generative modeling, generative adversarial networks, mathematical finance, time series, neural networks, options

5.

Generating Financial Markets With Signatures

Number of pages: 13 Posted: 28 Aug 2020
JP Morgan, ETH Zürich - Department of Mathematics, affiliation not provided to SSRN, University of Oxford - Mathematical Institute and JP Morgan Chase
Downloads 753 (39,542)
Citation 1

Abstract:

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market generator, signatures, rough path theory, neural networks

6.

A Data-Driven Market Simulator for Small Data Environments

Number of pages: 27 Posted: 14 Jul 2020
JP Morgan, ETH Zürich - Department of Mathematics, affiliation not provided to SSRN, University of Oxford - Mathematical Institute and JP Morgan Chase
Downloads 389 (90,714)
Citation 3

Abstract:

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