Application of drifted Brownian motion in dynamic pricing of constant function market makers
This paper builds upon the price dynamics models proposed by Joseph Najnudel et al. Within this paper, we propose a reference price following geometric Brownian motion with drift μ. The Constant Function Market Makers (CFMM) price is bounded by γ·(reference price) and (1/γ)·(reference price) for som...
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sg-ntu-dr.10356-1755352024-05-02T00:46:11Z Application of drifted Brownian motion in dynamic pricing of constant function market makers Peng, Jiajun Nicolas Privault School of Physical and Mathematical Sciences NPRIVAULT@ntu.edu.sg Mathematical Sciences Constant function market making Drifted Brownian motion First-step analysis First hitting times This paper builds upon the price dynamics models proposed by Joseph Najnudel et al. Within this paper, we propose a reference price following geometric Brownian motion with drift μ. The Constant Function Market Makers (CFMM) price is bounded by γ·(reference price) and (1/γ)·(reference price) for some constant fee factor γ. Through the use of random walks and First-Step analyses, we derived the first hitting times of a reflecting Brownian motion with drift, as well as several numerical results including the expected value, variance, and limiting distribution of the discretized CFMM price process. Bachelor's degree 2024-04-29T02:28:21Z 2024-04-29T02:28:21Z 2024 Final Year Project (FYP) Peng, J. (2024). Application of drifted Brownian motion in dynamic pricing of constant function market makers. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175535 https://hdl.handle.net/10356/175535 en application/pdf Nanyang Technological University |
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Mathematical Sciences Constant function market making Drifted Brownian motion First-step analysis First hitting times Peng, Jiajun Application of drifted Brownian motion in dynamic pricing of constant function market makers |
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This paper builds upon the price dynamics models proposed by Joseph Najnudel et al. Within this paper, we propose a reference price following geometric Brownian motion with drift μ. The Constant Function Market Makers (CFMM) price is bounded by γ·(reference price) and (1/γ)·(reference price) for some constant fee factor γ. Through the use of random walks and First-Step analyses, we derived the first hitting times of a reflecting Brownian motion with drift, as well as several numerical results including the expected value, variance, and limiting distribution of the discretized CFMM price process. |
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Nicolas Privault |
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Nicolas Privault Peng, Jiajun |
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Final Year Project |
author |
Peng, Jiajun |
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Peng, Jiajun |
title |
Application of drifted Brownian motion in dynamic pricing of constant function market makers |
title_short |
Application of drifted Brownian motion in dynamic pricing of constant function market makers |
title_full |
Application of drifted Brownian motion in dynamic pricing of constant function market makers |
title_fullStr |
Application of drifted Brownian motion in dynamic pricing of constant function market makers |
title_full_unstemmed |
Application of drifted Brownian motion in dynamic pricing of constant function market makers |
title_sort |
application of drifted brownian motion in dynamic pricing of constant function market makers |
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Nanyang Technological University |
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2024 |
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https://hdl.handle.net/10356/175535 |
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1814047021267419136 |