Self-destroying expectations in financial market : a deterministic HAM approach

The involvement of human behaviors essentially differentiates socio-economic systems and physical systems. Prior to taking actions, individuals form expectations, and constantly update their strategies when outcomes are observed. However in reality, it is people’s aggregate actions rather than indiv...

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Main Authors: Dou, Liyu, Li, Mengling, Pan, Gaowa
Other Authors: Huang Weihong
Format: Final Year Project
Language:English
Published: 2011
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Online Access:http://hdl.handle.net/10356/44363
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-443632019-12-10T12:17:15Z Self-destroying expectations in financial market : a deterministic HAM approach Dou, Liyu Li, Mengling Pan, Gaowa Huang Weihong School of Humanities and Social Sciences Chia Wai Mun DRNTU::Social sciences::Economic theory The involvement of human behaviors essentially differentiates socio-economic systems and physical systems. Prior to taking actions, individuals form expectations, and constantly update their strategies when outcomes are observed. However in reality, it is people’s aggregate actions rather than individual action that determine the observed outcome, especially in financial market, where people’s expectations and market’s realizations co-evolve with each other. While the self-fulfilling prophecy (the aggregate outcome is consistent with an individual’s expectation) is largely investigated, the self destroying prophecy (the aggregate outcome is inconsistent with an individual’s expectation) has not received the same level of academic scrutiny and acceptance. This paper investigates the self-destroying expectations in financial market using a modified deterministic heterogeneous agent model (HAM) based on Huang et al. (2010), in which agents have two strategies: fundamentalist and chartist. It is found that self-destroying expectations exist in both the general case and crisis scenarios. All simulations have shown the same pattern that a profitable strategy can become unprofitable and results in self-destroying phenomenon when more and more agents exploit it. Empirical evidence is also presented to justify the theoretical model. It is found that real data could reveal a similar pattern as in our simulations. Therefore, our model should at least capture correctly some, if not all, of the underlying self-destroying mechanisms in financial market. Bachelor of Arts 2011-06-01T03:37:46Z 2011-06-01T03:37:46Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/44363 en Nanyang Technological University 35 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Social sciences::Economic theory
spellingShingle DRNTU::Social sciences::Economic theory
Dou, Liyu
Li, Mengling
Pan, Gaowa
Self-destroying expectations in financial market : a deterministic HAM approach
description The involvement of human behaviors essentially differentiates socio-economic systems and physical systems. Prior to taking actions, individuals form expectations, and constantly update their strategies when outcomes are observed. However in reality, it is people’s aggregate actions rather than individual action that determine the observed outcome, especially in financial market, where people’s expectations and market’s realizations co-evolve with each other. While the self-fulfilling prophecy (the aggregate outcome is consistent with an individual’s expectation) is largely investigated, the self destroying prophecy (the aggregate outcome is inconsistent with an individual’s expectation) has not received the same level of academic scrutiny and acceptance. This paper investigates the self-destroying expectations in financial market using a modified deterministic heterogeneous agent model (HAM) based on Huang et al. (2010), in which agents have two strategies: fundamentalist and chartist. It is found that self-destroying expectations exist in both the general case and crisis scenarios. All simulations have shown the same pattern that a profitable strategy can become unprofitable and results in self-destroying phenomenon when more and more agents exploit it. Empirical evidence is also presented to justify the theoretical model. It is found that real data could reveal a similar pattern as in our simulations. Therefore, our model should at least capture correctly some, if not all, of the underlying self-destroying mechanisms in financial market.
author2 Huang Weihong
author_facet Huang Weihong
Dou, Liyu
Li, Mengling
Pan, Gaowa
format Final Year Project
author Dou, Liyu
Li, Mengling
Pan, Gaowa
author_sort Dou, Liyu
title Self-destroying expectations in financial market : a deterministic HAM approach
title_short Self-destroying expectations in financial market : a deterministic HAM approach
title_full Self-destroying expectations in financial market : a deterministic HAM approach
title_fullStr Self-destroying expectations in financial market : a deterministic HAM approach
title_full_unstemmed Self-destroying expectations in financial market : a deterministic HAM approach
title_sort self-destroying expectations in financial market : a deterministic ham approach
publishDate 2011
url http://hdl.handle.net/10356/44363
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