Time-inconsistent stochastic linear-quadratic control in continuous time
This paper studies a process of dealing with time inconsistent stochastic control problems using a system of Hamilton-Jacobi-Bellman equations. Such an approach aims to obtain an equilibrium strategy—through a subgame perfect Nash Equilibrium perspective—from which does not necessarily maximise the...
Saved in:
Main Author: | |
---|---|
Other Authors: | |
Format: | Final Year Project |
Language: | English |
Published: |
Nanyang Technological University
2021
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/146125 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-146125 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1461252023-02-28T23:19:01Z Time-inconsistent stochastic linear-quadratic control in continuous time Song, Wan Jing PUN Chi Seng School of Physical and Mathematical Sciences cspun@ntu.edu.sg Science::Mathematics::Applied mathematics::Operational research Science::Mathematics::Applied mathematics::Game theory This paper studies a process of dealing with time inconsistent stochastic control problems using a system of Hamilton-Jacobi-Bellman equations. Such an approach aims to obtain an equilibrium strategy—through a subgame perfect Nash Equilibrium perspective—from which does not necessarily maximise the objective at every point. However, the time consistency of the strategy allows for a more practical resort considering a time inconsistent environment. Specifically, this study examines the application of the framework on a class of general linear-quadratic control problems. This class of linear-quadratic control problems contains an interaction term between present state and expectations— which is one of the ways of generating state dependency. The aim of this study is to obtain more explicit semi-closed forms of equations that are dependent on the stated parameters. The study developed a direct and straightforward procedure to derive the solutions for coefficient terms of the equilibrium value function and equilibrium control law. In the process, it also outlines a manoeuvre to manage and simplify layers of derivatives and integrals. The findings are then applied to evaluate a portfolio maximisation problem. The portfolio consists of only risky assets and assumes a self-financing constraint. The objective function considers a mean-variance problem with state dependent risk aversion. Bachelor of Science in Mathematical Sciences 2021-01-27T02:53:21Z 2021-01-27T02:53:21Z 2019 Final Year Project (FYP) https://hdl.handle.net/10356/146125 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 |
Science::Mathematics::Applied mathematics::Operational research Science::Mathematics::Applied mathematics::Game theory |
spellingShingle |
Science::Mathematics::Applied mathematics::Operational research Science::Mathematics::Applied mathematics::Game theory Song, Wan Jing Time-inconsistent stochastic linear-quadratic control in continuous time |
description |
This paper studies a process of dealing with time inconsistent stochastic control problems using a system of Hamilton-Jacobi-Bellman equations. Such an approach aims to obtain an equilibrium strategy—through a subgame perfect Nash Equilibrium perspective—from which does not necessarily maximise the objective at every point. However, the time consistency of the strategy allows for a more practical resort considering a time inconsistent environment. Specifically, this study examines the application of the framework on a class of general linear-quadratic control problems. This class of linear-quadratic control problems contains an interaction term between present state and expectations— which is one of the ways of generating state dependency. The aim of this study is to obtain more explicit semi-closed forms of equations that are dependent on the stated parameters. The study developed a direct and straightforward procedure to derive the solutions for coefficient terms of the equilibrium value function and equilibrium control law. In the process, it also outlines a manoeuvre to manage and simplify layers of derivatives and integrals. The findings are then applied to evaluate a portfolio maximisation problem. The portfolio consists of only risky assets and assumes a self-financing constraint. The objective function considers a mean-variance problem with state dependent risk aversion. |
author2 |
PUN Chi Seng |
author_facet |
PUN Chi Seng Song, Wan Jing |
format |
Final Year Project |
author |
Song, Wan Jing |
author_sort |
Song, Wan Jing |
title |
Time-inconsistent stochastic linear-quadratic control in continuous time |
title_short |
Time-inconsistent stochastic linear-quadratic control in continuous time |
title_full |
Time-inconsistent stochastic linear-quadratic control in continuous time |
title_fullStr |
Time-inconsistent stochastic linear-quadratic control in continuous time |
title_full_unstemmed |
Time-inconsistent stochastic linear-quadratic control in continuous time |
title_sort |
time-inconsistent stochastic linear-quadratic control in continuous time |
publisher |
Nanyang Technological University |
publishDate |
2021 |
url |
https://hdl.handle.net/10356/146125 |
_version_ |
1759857979179401216 |