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Sociophysics model of bubbles with neural-stochastic differential equations : a stochastic inflation model

  • This chapter gives an overview of new results concerning a sociophysics’ theory of bubbles. Following a seminal contribution by (Herzog 2015), we generalize the approach to nonlinear stochastic differential equations. We exhibit the mathematical theory of stochastic wave equations and introduce a novel calibration approach by utilizing neural stochastic differential equations. We numerically solve the problem by simulation methods in Julia language. Finally, we apply our method and analyze the presently elevated inflation rates (price bubble).

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Metadaten
Author of HS ReutlingenHerzog, Bodo
DOI:https://doi.org/10.1515/9783110987584-009
ISBN:978-3-11-098758-4
Erschienen in:Select Topics of Econophysics
Publisher:De Gruyter
Place of publication:Berlin
Document Type:Book chapter
Language:English
Publication year:2025
Page Number:19
First Page:125
Last Page:143
DDC classes:530 Physik
Open access?:Nein
Licence (German):License Logo  In Copyright - Urheberrechtlich geschützt