Towards a multi-level game model for influenza epidemics
Although game theory has been first invented to reason with economic scenarios with rational agents, it has since been extended into many other fields including biological and medical sciences. In this paper we propose to model the interactions between virus and human in an influenza epidemic in a t...
Saved in:
Main Authors: | , |
---|---|
Format: | text |
Language: | English |
Published: |
Institutional Knowledge at Singapore Management University
2010
|
Subjects: | |
Online Access: | https://ink.library.smu.edu.sg/sis_research/3048 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Singapore Management University |
Language: | English |
id |
sg-smu-ink.sis_research-4048 |
---|---|
record_format |
dspace |
spelling |
sg-smu-ink.sis_research-40482016-02-05T06:30:05Z Towards a multi-level game model for influenza epidemics Chen, Qiongyu Tze-Yun LEONG, Although game theory has been first invented to reason with economic scenarios with rational agents, it has since been extended into many other fields including biological and medical sciences. In this paper we propose to model the interactions between virus and human in an influenza epidemic in a two player, adversarial game scenario with multiple levels of abstraction. As conventional game representations are inadequate in this complex problem domain, we propose Object Oriented Multi-Agent Influence Diagrams (OO-MAID), a novel graphical representation for multi-level games, which takes advantage of both organizational information and probabilistic independence in the problem domain. The OO-MAID representation can be readily applied in similar medical independent characteristics. We demonstrate the feasibility of this novel approach with sample models in the domain. © 2010 IMIA and SAHIA. All rights reserved. 2010-09-12T07:00:00Z text https://ink.library.smu.edu.sg/sis_research/3048 info:doi/10.3233/978-1-60750-588-4-457 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Game theory Influenza Knowledge representation Computer simulation Epidemic Game Human Incidence Influenza Methodology Proportional hazards model Risk assessment Risk factor Sentinel surveillance Statistics Theoretical model Numerical Analysis and Scientific Computing |
institution |
Singapore Management University |
building |
SMU Libraries |
continent |
Asia |
country |
Singapore Singapore |
content_provider |
SMU Libraries |
collection |
InK@SMU |
language |
English |
topic |
Game theory Influenza Knowledge representation Computer simulation Epidemic Game Human Incidence Influenza Methodology Proportional hazards model Risk assessment Risk factor Sentinel surveillance Statistics Theoretical model Numerical Analysis and Scientific Computing |
spellingShingle |
Game theory Influenza Knowledge representation Computer simulation Epidemic Game Human Incidence Influenza Methodology Proportional hazards model Risk assessment Risk factor Sentinel surveillance Statistics Theoretical model Numerical Analysis and Scientific Computing Chen, Qiongyu Tze-Yun LEONG, Towards a multi-level game model for influenza epidemics |
description |
Although game theory has been first invented to reason with economic scenarios with rational agents, it has since been extended into many other fields including biological and medical sciences. In this paper we propose to model the interactions between virus and human in an influenza epidemic in a two player, adversarial game scenario with multiple levels of abstraction. As conventional game representations are inadequate in this complex problem domain, we propose Object Oriented Multi-Agent Influence Diagrams (OO-MAID), a novel graphical representation for multi-level games, which takes advantage of both organizational information and probabilistic independence in the problem domain. The OO-MAID representation can be readily applied in similar medical independent characteristics. We demonstrate the feasibility of this novel approach with sample models in the domain. © 2010 IMIA and SAHIA. All rights reserved. |
format |
text |
author |
Chen, Qiongyu Tze-Yun LEONG, |
author_facet |
Chen, Qiongyu Tze-Yun LEONG, |
author_sort |
Chen, Qiongyu |
title |
Towards a multi-level game model for influenza epidemics |
title_short |
Towards a multi-level game model for influenza epidemics |
title_full |
Towards a multi-level game model for influenza epidemics |
title_fullStr |
Towards a multi-level game model for influenza epidemics |
title_full_unstemmed |
Towards a multi-level game model for influenza epidemics |
title_sort |
towards a multi-level game model for influenza epidemics |
publisher |
Institutional Knowledge at Singapore Management University |
publishDate |
2010 |
url |
https://ink.library.smu.edu.sg/sis_research/3048 |
_version_ |
1770572790669246464 |