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
  • [21] A multi-dimensional perspective on instructional design-based ICT integration: A case study
    Denizer Yildirim
    Hatice Çirali Sarica
    Yasemin Usluel
    Education and Information Technologies, 2022, 27 : 9065 - 9098
  • [22] A multi-dimensional perspective on instructional design-based ICT integration: A case study
    Yildirim, Denizer
    Sarica, Hatice Cirali
    Usluel, Yasemin
    EDUCATION AND INFORMATION TECHNOLOGIES, 2022, 27 (07) : 9065 - 9098
  • [23] A Multi-dimensional Model for the Design and Development of Analytical Information Systems
    Santos, Maribel Yasmina
    Leon, Ana
    ENTERPRISE, BUSINESS-PROCESS AND INFORMATION SYSTEMS MODELING, BPMDS 2024, EMMSAD 2024, 2024, 511 : 291 - 306
  • [24] Granular models as networks of associations of information granules: A development scheme via augmented principle of justifiable granularity
    Jing, TaiLong
    Wang, Cong
    Pedrycz, Witold
    Li, ZhiWu
    Succi, Giancarlo
    Zhou, MengChu
    APPLIED SOFT COMPUTING, 2022, 115
  • [25] The true nature of multi-dimensional Gaussian mutation
    Obuchowicz, A
    ARTIFICIAL NEURAL NETS AND GENETIC ALGORITHMS, 2001, : 248 - 251
  • [26] MULTI-DIMENSIONAL SIGNAL SEPARATION WITH GAUSSIAN PROCESSES
    Liutkus, Antoine
    Badeau, Roland
    Richard, Gael
    2011 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), 2011, : 401 - 404
  • [27] Multi-dimensional Gaussian fluctuations on the Poisson space
    Peccati, Giovanni
    Zheng, Cengbo
    ELECTRONIC JOURNAL OF PROBABILITY, 2010, 15 : 1487 - 1527
  • [28] On the Multi-Dimensional Duality Principle of Sawyer Type
    Rakotondratsimba Y.
    Acta Mathematica Sinica, 2001, 17 (1) : 81 - 88
  • [29] On the multi-dimensional duality principle of Sawyer type
    Rakotondratsimba, Y
    ACTA MATHEMATICA SINICA-ENGLISH SERIES, 2001, 17 (01): : 81 - 88
  • [30] On the Multi-Dimensional Duality Principle of Sawyer Type
    YVES RAKOTONDRATSIMBA
    Acta Mathematica Sinica,English Series, 2001, 17 (01) : 81 - 88
12345