JOURNAL ARTICLE

Robust estimation of variance in the presence of nearest neighbour imputation

Charles Misiko WafulaRomanus Odhiambo OtienoMugo Maxwell Mwenda

Year: 2004 Journal:   African Journal of Science and Technology Vol: 4 (2)   Publisher: African Journals OnLine

Abstract

The problem of estimating the variance of an estimator of the population total when missing values have been filled using a Nearest Neighbour (NN) imputation method is considered. The estimator is developed assuming a more general model than those considered in earlier studies. In an empirical study involving two artificial populations, the proposed estimator is found to perform better or as well as other two estimators in the current use. African Journal of Science and Technology Vol.4(2) 2003: 5-11

Keywords:
Estimator Imputation (statistics) Statistics Nearest neighbour Missing data Mathematics Variance (accounting) Population Econometrics Estimation Computer science Artificial intelligence Engineering

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
16
Refs
0.19
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Survey Sampling and Estimation Techniques
Physical Sciences →  Mathematics →  Statistics and Probability
Bayesian Methods and Mixture Models
Physical Sciences →  Computer Science →  Artificial Intelligence
Census and Population Estimation
Physical Sciences →  Mathematics →  Statistics and Probability

Related Documents

JOURNAL ARTICLE

Nearest neighbour imputation and variance estimation methods.

Murthy Mittinty

Journal:   University of Canterbury Research Repository (University of Canterbury) Year: 2004
JOURNAL ARTICLE

Jackknife Variance Estimation for Nearest-Neighbor Imputation

Jiahua ChenJun Shao

Journal:   Journal of the American Statistical Association Year: 2001 Vol: 96 (453)Pages: 260-269
JOURNAL ARTICLE

Convergence of random -nearest-neighbour imputation

Fredrik A. Dahl

Journal:   Computational Statistics & Data Analysis Year: 2006 Vol: 51 (12)Pages: 5913-5917
JOURNAL ARTICLE

Balancedk-nearest neighbour imputation

Caren HaslerYves Tillé

Journal:   Statistics Year: 2016 Vol: 50 (6)Pages: 1310-1331
JOURNAL ARTICLE

Nearest neighbour imputation under single index models

Jun ShaoLei Wang

Journal:   Statistical Theory and Related Fields Year: 2019 Vol: 3 (2)Pages: 208-212
© 2026 ScienceGate Book Chapters — All rights reserved.