Estimation of a linear model in transformed variables under microaggregation by individual ranking

被引:2
|
作者
Schmid, Matthias [1 ]
Schneeweiss, Hans [2 ]
机构
[1] Univ Erlangen Nurnberg, Inst Med Informat Biometrie & Epidemiol, D-91054 Erlangen, Germany
[2] Univ Munich, Inst Stat, D-80539 Munich, Germany
关键词
Microaggregation; Individual ranking; Linear model; Variable transformation; Consistent estimation; Disclosure control;
D O I
10.1007/s10182-008-0087-9
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
We consider the least squares estimation of a linear regression model in transformed variables from a data set that has been microaggregated by means of the individual ranking method. It is shown that the least squares estimators are consistent even in the case where variable transformations are carried out after microaggregation. Applying individual ranking techniques to a data set thus guarantees the analytical validity of the microaggregated data for a wide class of statistical models.
引用
收藏
页码:359 / 374
页数:16
相关论文
共 50 条
  • [31] Estimation on Varying-Coefficient Partially Linear Model With Different Smoothing Variables
    Feng, Jingyan
    Huang, Zhensheng
    Zhang, Riquan
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2012, 41 (03) : 516 - 529
  • [32] Wavelet estimation in nonparametric linear mixed-effects errors in variables model
    Yalaz, Secil
    Kuran, Ozge
    [J]. SIGMA JOURNAL OF ENGINEERING AND NATURAL SCIENCES-SIGMA MUHENDISLIK VE FEN BILIMLERI DERGISI, 2022, 40 (03): : 620 - 629
  • [33] Consistent estimation with the use of orthogonal projections for a linear regression model with errors in the variables
    Aishima, Kensuke
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2024, 684 : 101 - 126
  • [34] ESTIMATION AND RANKING OF ALTERNATIVES UNDER INTERVAL UNCERTAINTY
    Ovezgel'dyev, A. O.
    Petrov, K. E.
    [J]. CYBERNETICS AND SYSTEMS ANALYSIS, 2005, 41 (04) : 599 - 603
  • [35] Estimation of Partial Linear Error-in-Variables Models under Martingale Difference Sequence
    Zhuoxi YU
    Dehui WANG
    Na HUANG
    [J]. Journal of Mathematical Research with Applications, 2015, 35 (04) : 463 - 472
  • [36] Estimation and ranking of alternatives under interval uncertainty
    Ovezgel'dyev, A.O.
    Petrov, K.E.
    [J]. Kibernetika i Sistemnyj Analiz, 2005, (04): : 148 - 153
  • [37] Estimation in singular partitioned, reduced or transformed linear models
    Radosław Kala
    Paweł Pordzik
    [J]. Statistical Papers, 2009, 50 : 633 - 638
  • [38] Estimation in singular partitioned, reduced or transformed linear models
    Kala, Radoslaw
    Pordzik, Pawel
    [J]. STATISTICAL PAPERS, 2009, 50 (03) : 633 - 638
  • [39] BEST LINEAR UNBIASED ESTIMATION AND PREDICTION UNDER A SELECTION MODEL
    HENDERSON, CR
    [J]. BIOMETRICS, 1975, 31 (02) : 423 - 447
  • [40] On MMSE Estimation: A Linear Model Under Gaussian Mixture Statistics
    Flam, John T.
    Chatterjee, Saikat
    Kansanen, Kimmo
    Ekman, Torbjorn
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (07) : 3840 - 3845