A new type of nonlinear integrals and the computational algorithm

被引:51
|
作者
Wang, ZY [1 ]
Leung, KS [1 ]
Wong, ML [1 ]
Fang, J [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Shatin, Hong Kong, Peoples R China
关键词
fuzzy measures; imprecise probabilities; nonlinear integrals; optimization; information fusion;
D O I
10.1016/S0165-0114(98)00140-7
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In information fusion, aggregations with various backgrounds require a variety of integrals to handle. These integrals are generally nonlinear since the set functions used are nonadditive in many real problems. In this study, the set functions considered are nonnegative and vanishing at the empty set. They are a class of set functions including fuzzy measures and even imprecise probabilities. A new type of nonlinear integrals with respect to such a set function for nonnegative functions is introduced and its primary properties are detailed. These type of integrals has a natural explanation and, therefore, has wide applicability. We also show a comparison between the newly introduced nonlinear integral and other nonlinear integrals, such as the Choquet integral, the natural extension in the theory of imprecise probabilities, and the common pan-integral. With a flowchart, the algorithm for calculating the integral is given in this paper when the universe of discourse (the set of all information sources) is finite. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:223 / 231
页数:9
相关论文
共 50 条
  • [1] A new genetic algorithm for nonlinear multiregressions based on generalized Choquet integrals
    Wanga, ZY
    Guo, HF
    PROCEEDINGS OF THE 12TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, 2003, : 819 - 821
  • [2] New nonlocal constants and first integrals for nonlinear Jacobi-type equations
    Scomparin, Mattia
    arXiv, 2022,
  • [3] New Types of Decomposition Integrals and Computational Algorithms
    Seliga, Adam
    INFORMATION TECHNOLOGY, SYSTEMS RESEARCH, AND COMPUTATIONAL PHYSICS, 2020, 945 : 361 - 371
  • [4] Nonlinear integrals and Hadamard-type inequalities
    Abbaszadeh, Sadegh
    Ebadian, Ali
    SOFT COMPUTING, 2018, 22 (09) : 2843 - 2849
  • [5] Nonlinear integrals and Hadamard-type inequalities
    Sadegh Abbaszadeh
    Ali Ebadian
    Soft Computing, 2018, 22 : 2843 - 2849
  • [6] COMPUTATIONAL ALGORITHM FOR IDENTIFICATION OF NONLINEAR SYSTEMS
    GOLDBERG, S
    DURLING, A
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 1971, 291 (06): : 427 - +
  • [7] On a computational algorithm to the HJE in nonlinear H∞ control
    Hu, Shr-Shiung
    Yang, Pao-Hwa
    Juang, Jeng-Yih
    Journal of Marine Science and Technology, 2001, 9 (02): : 91 - 99
  • [8] A new smoothing-type algorithm for nonlinear weighted complementarity problem
    Ziyu Liu
    Jingyong Tang
    Journal of Applied Mathematics and Computing, 2020, 64 : 215 - 226
  • [9] New nonlinear ABS-type algorithm and its efficiency analysis
    Deng, N.
    Chen, Z.
    Optimization Methods and Software, 1998, 10 (01): : 71 - 85
  • [10] A new nonlinear ABS-type algorithm and its efficiency analysis
    Deng, N
    Chen, Z
    OPTIMIZATION METHODS & SOFTWARE, 1998, 10 (01): : 71 - 85