Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/22323
Title: Apply different fuzzy integrals in unit selection problem of real time strategy game
Authors: Li, YJ
Ng, PHF
Wang, HB
Shiu, SCK 
Li, Y
Keywords: Real time strategy game
Warcraft III
Feature interacton
Fuzzy integral
Fuzzy measure
Issue Date: 2011
Publisher: IEEE
Source: 2011 IEEE International Conference on Fuzzy Systems (FUZZ), 27-30 June 2011, Taipei, p. 170-177 How to cite?
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.
URI: http://hdl.handle.net/10397/22323
ISBN: 978-1-4244-7315-1
978-1-4244-7316-8 (E-ISBN)
ISSN: 1098-7584
DOI: 10.1109/FUZZY.2011.6007426
Appears in Collections:Conference Paper

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