File Download
Links for fulltext
(May Require Subscription)
- Publisher Website: 10.1103/PhysRevE.73.036106
- Scopus: eid_2-s2.0-33644752027
- WOS: WOS:000236467700015
- Find via
Supplementary
- Citations:
- Appears in Collections:
Article: Incorporating inertia into multiagent systems
Title | Incorporating inertia into multiagent systems |
---|---|
Authors | |
Keywords | Inertia Minority games Computer simulation Game theory Numerical methods |
Issue Date | 2006 |
Publisher | American Physical Society. The Journal's web site is located at http://pre.aps.org |
Citation | Physical Review E (Statistical, Nonlinear, and Soft Matter Physics), 2006, v. 73 n. 3, article no. 036106 How to Cite? |
Abstract | We consider a model that demonstrates the crucial role of inertia and stickiness in multiagent systems, based on the minority game. The inertia of an agent is introduced into the game model by allowing agents to apply hypothesis testing when choosing their best strategies, thereby reducing their reactivity toward changes in the environment. We find by extensive numerical simulations that our game shows a remarkable improvement of global cooperation throughout the whole phase space. In other words, the maladaptation behavior due to over-reaction of agents is removed. These agents are also shown to be advantageous over the standard ones, which are sometimes too sensitive to attain a fair success rate. We also calculate analytically the minimum amount of inertia needed to achieve the above improvement. Our calculation is consistent with the numerical simulation results. Finally, we review some related works in the field that show similar behaviors and compare them to our work. © 2006 The American Physical Society. |
Persistent Identifier | http://hdl.handle.net/10722/146332 |
ISSN | 2014 Impact Factor: 2.288 |
ISI Accession Number ID | |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Man, WC | en_HK |
dc.contributor.author | Chau, HF | en_HK |
dc.date.accessioned | 2012-04-17T07:01:02Z | - |
dc.date.available | 2012-04-17T07:01:02Z | - |
dc.date.issued | 2006 | en_HK |
dc.identifier.citation | Physical Review E (Statistical, Nonlinear, and Soft Matter Physics), 2006, v. 73 n. 3, article no. 036106 | - |
dc.identifier.issn | 1539-3755 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/146332 | - |
dc.description.abstract | We consider a model that demonstrates the crucial role of inertia and stickiness in multiagent systems, based on the minority game. The inertia of an agent is introduced into the game model by allowing agents to apply hypothesis testing when choosing their best strategies, thereby reducing their reactivity toward changes in the environment. We find by extensive numerical simulations that our game shows a remarkable improvement of global cooperation throughout the whole phase space. In other words, the maladaptation behavior due to over-reaction of agents is removed. These agents are also shown to be advantageous over the standard ones, which are sometimes too sensitive to attain a fair success rate. We also calculate analytically the minimum amount of inertia needed to achieve the above improvement. Our calculation is consistent with the numerical simulation results. Finally, we review some related works in the field that show similar behaviors and compare them to our work. © 2006 The American Physical Society. | en_HK |
dc.language | eng | - |
dc.publisher | American Physical Society. The Journal's web site is located at http://pre.aps.org | en_HK |
dc.relation.ispartof | Physical Review E (Statistical, Nonlinear, and Soft Matter Physics) | - |
dc.rights | Copyright 2006 by The American Physical Society. This article is available online at https://doi.org/10.1103/PhysRevE.73.036106 | - |
dc.subject | Inertia | - |
dc.subject | Minority games | - |
dc.subject | Computer simulation | - |
dc.subject | Game theory | - |
dc.subject | Numerical methods | - |
dc.title | Incorporating inertia into multiagent systems | en_HK |
dc.type | Article | en_HK |
dc.identifier.email | Chau, HF: hfchau@hku.hk | en_HK |
dc.identifier.authority | Chau, HF=rp00669 | en_HK |
dc.description.nature | published_or_final_version | - |
dc.identifier.doi | 10.1103/PhysRevE.73.036106 | en_HK |
dc.identifier.scopus | eid_2-s2.0-33644752027 | en_HK |
dc.identifier.hkuros | 115971 | - |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-33644752027&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 73 | en_HK |
dc.identifier.issue | 3 | en_HK |
dc.identifier.spage | article no. 036106 | - |
dc.identifier.epage | article no. 036106 | - |
dc.identifier.isi | WOS:000236467700015 | - |
dc.publisher.place | United States | en_HK |
dc.identifier.scopusauthorid | Man, WC=8852796400 | en_HK |
dc.identifier.scopusauthorid | Chau, HF=7005742276 | en_HK |
dc.identifier.issnl | 1539-3755 | - |