Foreign exchange market fluctuations as random walk in demarcated complex plane
Johnrob Bantang, May Lim, Patricia Arielle Castro, Christopher Monterola, Caesar Saloma
Abstract
We show that time-dependent fluctuations \Δx\ in foreign exchange rates are accurately described by a random walk in a complex plane that is demarcated into the gain (+) and loss (-) sectors. \Δx\ is the outcome of N random steps from the origin and |Δx| is the square of the Euclidean distance of the final N-th step position. Sign of \Δx(t)\ is set by the N-th step location in the plane. The model explains not only the exponential statistics of the probability density of \Δx\ for G7 markets but also its observed asymmetry, and power-law dependent broadening with increasing time delay.
Create a lesson
Related papers
A componentwise spherical Dirichlet-to-Neumann closure for finite-volume MHD at finite magnetic Reynolds number
Min Ki Jung, Brian Wynne, Francisco Saenz et al.
The lattice Boltzmann machine
Hua-Dong Yao, Sauro Succi
Discovering like a scientist: Literature-informed dimensionless learning for physical closure of data-driven equations
Hao Xu, Tianhao Wu, Dongxiao Zhang
Identifying the Shear Piezoelectric Coefficient using Physics-Informed Neural Networks under Exact Boundary and Initial Constraints
Suhas Suresh Bharadwaj
Fracture-Bench: A Controlled Benchmark Suite for Machine Learning Surrogates in Phase-Field Fracture Mechanics
Meenu Krishnan U., Maryam Hakimzadeh, Indrashish Saha et al.
Noise-resilient collective order through temporal memory in self-propelled particles
Mihir Durve, Sauro Succi, Antonio Celani