Apply different fuzzy integrals in unit selection problem of real time strategy game

Y. J. Li; Peter H.F. Ng; H. B. Wang; Chi Keung Simon Shiu; Y. Li

doi:10.1109/FUZZY.2011.6007426

Apply different fuzzy integrals in unit selection problem of real time strategy game

Y. J. Li, Peter H.F. Ng, H. B. Wang, Chi Keung Simon Shiu, Y. Li

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

9 Citations (Scopus)

Abstract

Choquet Integral (CI), which is known as a fuzzy measure-based technique, has been a general aggregation tool for multi-criteria decision making problem. In this paper, we apply Choquet Integral to unit selection problem in Real Time Strategy (RTS) game. In addition, three new fuzzy integrals named Mean-based Fuzzy Integral (Me-based FI), Max-based Fuzzy Integral (Ma-based FI), and Order-based Fuzzy Integral (Or-based FI) are developed, which relax the monotonicity requirement of the traditional fuzzy measures and consider different properties of game play. We compare the performance of Choquet Integral and the new proposed ones on this practical application with highly non-monotonic data. Experiments show that the proposed new fuzzy integrals achieved better learning performance and testing result.

Original language	English
Title of host publication	FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings
Pages	170-177
Number of pages	8
DOIs	https://doi.org/10.1109/FUZZY.2011.6007426
Publication status	Published - 27 Sept 2011
Event	2011 IEEE International Conference on Fuzzy Systems, FUZZ 2011 - Taipei, Taiwan Duration: 27 Jun 2011 → 30 Jun 2011

Conference

Conference	2011 IEEE International Conference on Fuzzy Systems, FUZZ 2011
Country/Territory	Taiwan
City	Taipei
Period	27/06/11 → 30/06/11

Keywords

feature interacton
fuzzy integral
fuzzy measure
Real time strategy game
Warcraft III

ASJC Scopus subject areas

Software
Theoretical Computer Science
Artificial Intelligence
Applied Mathematics

More information

10.1109/FUZZY.2011.6007426

Cite this

@inproceedings{804f5b01e2634a488f0f0ea4b0d52fc5,

title = "Apply different fuzzy integrals in unit selection problem of real time strategy game",

abstract = "Choquet Integral (CI), which is known as a fuzzy measure-based technique, has been a general aggregation tool for multi-criteria decision making problem. In this paper, we apply Choquet Integral to unit selection problem in Real Time Strategy (RTS) game. In addition, three new fuzzy integrals named Mean-based Fuzzy Integral (Me-based FI), Max-based Fuzzy Integral (Ma-based FI), and Order-based Fuzzy Integral (Or-based FI) are developed, which relax the monotonicity requirement of the traditional fuzzy measures and consider different properties of game play. We compare the performance of Choquet Integral and the new proposed ones on this practical application with highly non-monotonic data. Experiments show that the proposed new fuzzy integrals achieved better learning performance and testing result.",

keywords = "feature interacton, fuzzy integral, fuzzy measure, Real time strategy game, Warcraft III",

author = "Li, {Y. J.} and Ng, {Peter H.F.} and Wang, {H. B.} and Shiu, {Chi Keung Simon} and Y. Li",

year = "2011",

month = sep,

day = "27",

doi = "10.1109/FUZZY.2011.6007426",

language = "English",

isbn = "9781424473175",

pages = "170--177",

booktitle = "FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings",

note = "2011 IEEE International Conference on Fuzzy Systems, FUZZ 2011 ; Conference date: 27-06-2011 Through 30-06-2011",

}

Li, YJ, Ng, PHF, Wang, HB, Shiu, CKS & Li, Y 2011, Apply different fuzzy integrals in unit selection problem of real time strategy game. in FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings., 6007426, pp. 170-177, 2011 IEEE International Conference on Fuzzy Systems, FUZZ 2011, Taipei, Taiwan, 27/06/11. https://doi.org/10.1109/FUZZY.2011.6007426

Apply different fuzzy integrals in unit selection problem of real time strategy game. / Li, Y. J.; Ng, Peter H.F.; Wang, H. B. et al.
FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings. 2011. p. 170-177 6007426.

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

TY - GEN

T1 - Apply different fuzzy integrals in unit selection problem of real time strategy game

AU - Li, Y. J.

AU - Ng, Peter H.F.

AU - Wang, H. B.

AU - Shiu, Chi Keung Simon

AU - Li, Y.

PY - 2011/9/27

Y1 - 2011/9/27

N2 - Choquet Integral (CI), which is known as a fuzzy measure-based technique, has been a general aggregation tool for multi-criteria decision making problem. In this paper, we apply Choquet Integral to unit selection problem in Real Time Strategy (RTS) game. In addition, three new fuzzy integrals named Mean-based Fuzzy Integral (Me-based FI), Max-based Fuzzy Integral (Ma-based FI), and Order-based Fuzzy Integral (Or-based FI) are developed, which relax the monotonicity requirement of the traditional fuzzy measures and consider different properties of game play. We compare the performance of Choquet Integral and the new proposed ones on this practical application with highly non-monotonic data. Experiments show that the proposed new fuzzy integrals achieved better learning performance and testing result.

AB - Choquet Integral (CI), which is known as a fuzzy measure-based technique, has been a general aggregation tool for multi-criteria decision making problem. In this paper, we apply Choquet Integral to unit selection problem in Real Time Strategy (RTS) game. In addition, three new fuzzy integrals named Mean-based Fuzzy Integral (Me-based FI), Max-based Fuzzy Integral (Ma-based FI), and Order-based Fuzzy Integral (Or-based FI) are developed, which relax the monotonicity requirement of the traditional fuzzy measures and consider different properties of game play. We compare the performance of Choquet Integral and the new proposed ones on this practical application with highly non-monotonic data. Experiments show that the proposed new fuzzy integrals achieved better learning performance and testing result.

KW - feature interacton

KW - fuzzy integral

KW - fuzzy measure

KW - Real time strategy game

KW - Warcraft III

UR - http://www.scopus.com/inward/record.url?scp=80053067871&partnerID=8YFLogxK

U2 - 10.1109/FUZZY.2011.6007426

DO - 10.1109/FUZZY.2011.6007426

M3 - Conference article published in proceeding or book

SN - 9781424473175

SP - 170

EP - 177

BT - FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings

T2 - 2011 IEEE International Conference on Fuzzy Systems, FUZZ 2011

Y2 - 27 June 2011 through 30 June 2011

ER -

Apply different fuzzy integrals in unit selection problem of real time strategy game

Abstract

Conference

Keywords

ASJC Scopus subject areas

More information

Other files and links

Fingerprint

Cite this