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Stochastic Stefan problems: existence, uniqueness, and modeling of market limit orders
Zheng, Zhi
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https://hdl.handle.net/2142/42335
Description
- Title
- Stochastic Stefan problems: existence, uniqueness, and modeling of market limit orders
- Author(s)
- Zheng, Zhi
- Issue Date
- 2013-02-03T19:35:41Z
- Director of Research (if dissertation) or Advisor (if thesis)
- Sowers, Richard B.
- Doctoral Committee Chair(s)
- DeVille, Robert E.
- Committee Member(s)
- Sowers, Richard B.
- Zharnitsky, Vadim
- Rapti, Zoi
- Department of Study
- Mathematics
- Discipline
- Mathematics
- Degree Granting Institution
- University of Illinois at Urbana-Champaign
- Degree Name
- Ph.D.
- Degree Level
- Dissertation
- Date of Ingest
- 2013-02-03T19:35:41Z
- Keyword(s)
- stochastic partial differential equations (PDEs)
- moving boundaries
- market limit orders
- parameter estimation
- Maximum-Likelihood Estimator (MLE)
- Mean-Square Errors (MSE)
- Akaike information criterion (AIC)
- investment optimization
- dynamic optimization
- Abstract
- In this thesis we study the effect of stochastic perturbations on moving boundary value PDE's with Stefan boundary conditions, or Stefan problems, and show the existence and uniqueness of the solutions to a number of stochastic equations of this kind. We also derive the space and time regularities of the solutions and the associated boundaries via Kolmogorov's Continuity Theorem in a defined normed space. Moreover, we model the evolution of market limit orders in completely continuous settings using such equations, derive parameter estimation schemes using maximum likelihood and least mean-square-errors methods under certain criteria, and settle the investment optimization problem in both static and dynamic sense when taking the model as exogenous.
- Graduation Semester
- 2012-12
- Permalink
- http://hdl.handle.net/2142/42335
- Copyright and License Information
- Copyright 2012 by Zhi Zheng. All rights reserved.
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