Improvement in variance estimation using transformed auxiliary variable under simple random sampling

被引:4
|
作者
Ali, Hameed [1 ]
Asim, Syed Muhammad [1 ]
Ijaz, Muhammad [2 ]
Zaman, Tolga [3 ]
Iftikhar, Soofia [4 ]
机构
[1] Univ Peshawar, Dept Stat, Peshawar, Pakistan
[2] Univ Haripur, Dept Math & Stat, Haripur, Pakistan
[3] Cankiri Karatekin Univ, Dept Stat, Cankiri, Turkiye
[4] Shaheed Benazir Bhutto Women Univ, Dept Stat, Peshawar, Pakistan
关键词
Auxiliary variable; Mean square error; Population variance; Percentage relative efficiency; POPULATION VARIANCE; EXPONENTIAL ESTIMATOR; ATTRIBUTE;
D O I
10.1038/s41598-024-58841-x
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper offers a novel approach to formulate efficient ratio estimator of the population variance using a transformed auxiliary variable. The impact of transformation on auxiliary information has also been discussed. It is observed that incorporating a transformed auxiliary variable result in a high gain in efficiency. Theoretical properties of the newly developed estimators have been derived. The empirical and simulation studies show that the suggested estimators outperformed the existing estimators.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] VARIANCE ESTIMATION IN SIMPLE RANDOM SAMPLING USING AUXILIARY INFORMATION
    Gupta, Sat
    Shabbir, Javid
    HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, 2008, 37 (01): : 57 - 67
  • [2] Improvement in variance estimation in simple random sampling
    Kadilar, Cem
    Cingi, Hulya
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2007, 36 (9-12) : 2075 - 2081
  • [3] A new procedure for variance estimation in simple random sampling using auxiliary information
    Housila P. Singh
    Ramkrishna S. Solanki
    Statistical Papers, 2013, 54 : 479 - 497
  • [4] A new procedure for variance estimation in simple random sampling using auxiliary information
    Singh, Housila P.
    Solanki, Ramkrishna S.
    STATISTICAL PAPERS, 2013, 54 (02) : 479 - 497
  • [5] Improved estimation of population variance using information on auxiliary attribute in simple random sampling
    Singh, Rajesh
    Malik, Sachin
    APPLIED MATHEMATICS AND COMPUTATION, 2014, 235 : 43 - 49
  • [6] On improvement in variance estimation using ranks of original auxiliary variable as an additional auxiliary variable
    Grover, Lovleen Kumar
    Kaur, Amanpreet
    JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS, 2021, 24 (05): : 1041 - 1057
  • [7] An enhanced estimator of finite population variance using two auxiliary variables under simple random sampling
    Ahmad, Sohaib
    Adichwal, Nitesh Kumar
    Aamir, Muhammad
    Shabbir, Javid
    Alsadat, Najwan
    Elgarhy, Mohammed
    Ahmad, Hijaz
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [8] Variance estimation under an efficient class of estimators in simple random sampling
    Bhushan, Shashi
    Kumar, Anoop
    Alsubie, Abdelaziz
    Lone, Showkat Ahmad
    AIN SHAMS ENGINEERING JOURNAL, 2023, 14 (08)
  • [9] Improved modified estimator for estimation of median using auxiliary information under simple random sampling
    Ahmad, Sohaib
    Masood, Saadia
    Alomair, Abdullah Mohammed
    Alomair, Mohammed Ahmed
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [10] A Class of Ratio Estimators for Estimating Population Mean Using a Transformed Auxiliary Variable Under Stratified Random Sampling
    Thongsak, Natthapat
    Lawson, Nuanpan
    LOBACHEVSKII JOURNAL OF MATHEMATICS, 2024, 45 (07) : 3432 - 3443