Design Gaussian information granule based on the principle of justifiable granularity: A multi-dimensional perspective

被引：9
|
作者：
Wang, Degang [1 ,2 ]
Liu, Hao [1 ,2 ]
Pedrycz, Witold [3 ]
Song, Wenyan [4 ]
Li, Hongxing [1 ,2 ]
机构：
[1] Dalian Univ Technol, Minist Educ, Key Lab Intelligent Control & Optimizat Ind Equip, Dalian 116024, Peoples R China
[2] Dalian Univ Technol, Sch Control Sci & Engn, Dalian 116024, Peoples R China
[3] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 1H9, Canada
[4] Dongbei Univ Finance & Econ, Sch Econ, Dalian 116025, Peoples R China
来源：
EXPERT SYSTEMS WITH APPLICATIONS | 2022年 / 197卷
基金：
中国国家自然科学基金; 国家重点研发计划;
关键词：
Information granule; Principle of justifiable granularity; Inhibitory data; Correlation; Confidence level; FUZZY-SETS; CLASSIFIERS; MODEL;
D O I：
10.1016/j.eswa.2022.116763
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this study, based on the principle of justifiable granularity, a method for designing multi-dimensional information granules is proposed. To design information granules, the correlations among the different variables within the data and their confidence levels are considered. The designed information granules reveal the relationships present in the experimental data and help to capture more features of the original data. In addition, a strategy for the exclusion of inhibitory data is considered, making the design of information granules more focused. Several experimental studies are conducted to quantify the effectiveness of the proposed method.
引用
收藏
页数：13
相关论文
共 50 条
  • [11] Research progress on the principle and application of multi-dimensional information encryption based on metasurface
    Qiao, Jun
    Feng, Guojin
    Yao, Guoping
    Li, Chenxia
    Tang, Ying
    Fang, Bo
    Zhao, Tianqi
    Hong, Zhi
    Jing, Xufeng
    OPTICS AND LASER TECHNOLOGY, 2024, 179
  • [12] Top-Down Granulation Modeling Based on the Principle of Justifiable Granularity
    Wang, Lidong
    Zhao, Fang
    Guo, Hongyue
    Liu, Xiaodong
    Pedrycz, Witold
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (03) : 701 - 713
  • [13] Deceptive Multi-dimensional Information Disclosure over a Gaussian Channel
    Sayin, Muhammed O.
    Basar, Tamer
    2018 ANNUAL AMERICAN CONTROL CONFERENCE (ACC), 2018, : 6545 - 6552
  • [14] Constructing order-2 information granules of linguistic expressions with the aid of the principle of justifiable granularity
    Huang, Ting
    Pedrycz, Witold
    Zhang, Qiang
    Tang, Xiaoan
    Yang, Shanlin
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2024, 318 (03) : 892 - 910
  • [15] Multi-dimensional Gaussian and Cauchy mutations
    Obuchowicz, A
    INTELLIGENT INFORMATION SYSTEMS 2001, 2001, : 133 - 142
  • [16] Distinction of multi-dimensional Gaussian distributions
    Izv VUZ Radioelektron, 8 (76-80):
  • [17] Design of granular interval-valued information granules with the use of the principle of justifiable granularity and their applications to system modeling of higher type
    Dan Wang
    Witold Pedrycz
    Zhiwu Li
    Soft Computing, 2016, 20 : 2119 - 2134
  • [18] Design of granular interval-valued information granules with the use of the principle of justifiable granularity and their applications to system modeling of higher type
    Wang, Dan
    Pedrycz, Witold
    Li, Zhiwu
    SOFT COMPUTING, 2016, 20 (06) : 2119 - 2134
  • [19] Local Boundary Fuzzified Rough K-Means-Based Information Granulation Algorithm Under the Principle of Justifiable Granularity
    Zhang, Tengfei
    Zhang, Yudi
    Ma, Fumin
    Peng, Chen
    Yue, Dong
    Pedrycz, Witold
    IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (01) : 519 - 532
  • [20] Logistics network design of construction waste reduction system based on multi-dimensional perspective
    Li X.
    Cai D.
    Guo C.
    Shu X.
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2019, 39 (11): : 2842 - 2854
12345