Modeling in the Class of Systems of Regression Equations by the Group Method of Data Handling

被引:1
|
作者
Sarychev, A. P. [1 ,2 ]
机构
[1] Natl Acad Sci Ukraine, Inst Tech Mech, Kiev, Ukraine
[2] State Space Agcy Ukraine, Dnepropetrovsk, Ukraine
关键词
system criterion of regularity; partition of observation samplings; training and testing subsamplings; modeling; existence of optimal set of regressors; condition of reduction; optimal set of regression equations; parameters of the system; sampling size;
D O I
10.1615/JAutomatInfScien.v45.i3.20
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We proposed and investigate system criterion of regularity with partition of observation samplings into training and testing subsamplings for modeling in the class of systems of regression equations. Existence of optimal set of regressors is proved. We derive the condition of reduction of the optimal set of regression equations, which depends on parameters of the system of regression equations and sampling size.
引用
收藏
页码:4 / 22
页数:19
相关论文
共 50 条
  • [31] Modeling the pantograph-catenary contact in electric railway transportation using Group Method of Data Handling
    Panoiu, Manuela
    Panoiu, Caius
    Rusu-Anghel, Stela
    Rob, Raluca
    45TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2019), 2019, : 3809 - 3814
  • [32] Combining Group Method of Data Handling with Signal Processing Approaches to Improve Accuracy of Groundwater Level Modeling
    Vahid Moosavi
    Javad Mahjoobi
    Mehdi Hayatzadeh
    Natural Resources Research, 2021, 30 : 1735 - 1754
  • [33] Modeling of available soil phosphorus (ASP) using multi-objective group method of data handling
    Keshavarzi A.
    Omran E.-S.E.
    Bateni S.M.
    Pradhan B.
    Vasu D.
    Bagherzadeh A.
    Modeling Earth Systems and Environment, 2016, 2 (3)
  • [34] Combining Group Method of Data Handling with Signal Processing Approaches to Improve Accuracy of Groundwater Level Modeling
    Moosavi, Vahid
    Mahjoobi, Javad
    Hayatzadeh, Mehdi
    NATURAL RESOURCES RESEARCH, 2021, 30 (02) : 1735 - 1754
  • [35] The homotopy analysis method for handling systems of fractional differential equations
    Zurigat, Mohammad
    Momani, Shaher
    Odibat, Zaid
    Alawneh, Ahmad
    APPLIED MATHEMATICAL MODELLING, 2010, 34 (01) : 24 - 35
  • [36] COMPARISON OF A CLASS OF REGRESSION EQUATIONS
    JACKSON, TE
    AMERICAN JOURNAL OF PHYSIOLOGY, 1984, 246 (03): : R271 - R276
  • [37] COMPUTER-FEASIBLE METHOD FOR HANDLING INCOMPLETE DATA IN REGRESSION ANALYSIS
    WALSH, JE
    JOURNAL OF THE ACM, 1961, 8 (02) : 201 - 211
  • [38] Handling regression subsets in software modeling
    Gulezian, R
    JOURNAL OF SYSTEMS AND SOFTWARE, 1996, 33 (01) : 81 - 86
  • [39] Multiple regression and group method of data handling-based models for predicting arsenic concentration in sedimentary phosphate rock
    Dassamiour, M.
    Samai, D.
    Faghmous, N.
    Boustila, R.
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2024, 21 (09) : 6531 - 6552
  • [40] Multiple regression and group method of data handling-based models for predicting arsenic concentration in sedimentary phosphate rock
    M. Dassamiour
    D. Samai
    N. Faghmous
    R. Boustila
    International Journal of Environmental Science and Technology, 2024, 21 : 6531 - 6552