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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Main Author: Peng, Jiajun
Other Authors: Nicolas Privault
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/175535
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Institution: Nanyang Technological University
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spelling 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
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Mathematical Sciences
Constant function market making
Drifted Brownian motion
First-step analysis
First hitting times
spellingShingle 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
description 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.
author2 Nicolas Privault
author_facet Nicolas Privault
Peng, Jiajun
format Final Year Project
author Peng, Jiajun
author_sort 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
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/175535
_version_ 1814047021267419136