Estimation of Population Mean Using Some Improved Imputation Methods for Missing Data in Sample Surveys

被引:0
|
作者
Pandey, M. K. [1 ]
Singh, G. N. [1 ]
Zaman, Togla [2 ]
机构
[1] Indian Sch Mines, Indian Inst Technol, Dept Math & Comp, Dhanbad 826004, India
[2] Gumushane Univ, Fac Hlth Sci, Gumushane, Turkiye
关键词
Imputation; bias; mean squared error (MSE); percent relative efficiency (PRE); RATIO;
D O I
10.1080/03610926.2024.2369314
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this research article, we present novel imputation methods designed to address missing data challenges in sample surveys. We then introduce innovative estimation procedures for calculating population means based on these methods. Our study thoroughly examines the properties of these new estimation procedures, assessing their biases and mean square errors. Through the use of both real and simulated data sets, we demonstrate the superior performance of our proposed estimators compared to existing methods in similar scenarios. In conclusion, we offer practical recommendations for survey practitioners.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Some imputation methods for missing data in sample surveys
    Singh, G. N.
    Maurya, S.
    Khetan, M.
    Kadilar, Cem
    [J]. Hacettepe Journal of Mathematics and Statistics, 2016, 45 (06): : 1865 - 1880
  • [2] Estimation of population mean using imputation techniques in sample surveys
    Singh, G. N.
    Priyanka, Kumari
    Kim, Jong-Min
    Singh, Sarjinder
    [J]. JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2010, 39 (01) : 67 - 74
  • [3] Estimation of population mean using imputation techniques in sample surveys
    G. N. Singh
    Kumari Priyanka
    Jong-Min Kim
    Sarjinder Singh
    [J]. Journal of the Korean Statistical Society, 2010, 39 : 67 - 74
  • [4] Efficient Imputation Methods to Handle Missing Data in Sample Surveys
    Singh, G. N.
    Jaiswal, Ashok K.
    [J]. JOURNAL OF STATISTICAL THEORY AND PRACTICE, 2022, 16 (03)
  • [5] Efficient Imputation Methods to Handle Missing Data in Sample Surveys
    G. N. Singh
    Ashok K. Jaiswal
    [J]. Journal of Statistical Theory and Practice, 2022, 16
  • [6] Optimal imputation of missing data for estimation of population mean
    Bhushan, Shashi
    Pandey, Abhay Pratap
    [J]. JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS, 2016, 19 (06): : 755 - 766
  • [7] Some improved and alternative imputation methods for finite population mean in presence of missing information
    Singh, Garib Nath
    Pandey, Awadhesh K.
    Sharma, Anup Kumar
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2021, 50 (19) : 4401 - 4427
  • [8] Some improved and alternative imputation methods for finite population mean in presence of missing information
    Singh, Garib Nath
    Pandey, Awadhesh K.
    Sharma, Anup Kumar
    [J]. Communications in Statistics - Theory and Methods, 2021, 50 (19): : 4401 - 4427
  • [9] Estimation of Population Mean Using Imputation Methods for Missing Data Under Two-Phase Sampling Design
    G. N. Singh
    S. Suman
    [J]. Journal of Statistical Theory and Practice, 2019, 13
  • [10] Estimation of Population Mean Using Imputation Methods for Missing Data Under Two-Phase Sampling Design
    Singh, G. N.
    Suman, S.
    [J]. JOURNAL OF STATISTICAL THEORY AND PRACTICE, 2019, 13 (01)