nach oben

Quality & Quantity

Erschienen in:

13.06.2024

Efficient and alternative approaches for imputing missing data to estimate population mean

verfasst von: Awadhesh K. Pandey, G. N. Singh, D. Bhattacharyya, Pawan Kumar Singh

Erschienen in: Quality & Quantity | Ausgabe 6/2024

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

Missing data is a routine occurrence in surveys for collecting data. The manuscript presents two novel classes of imputation techniques based on the logarithmic function. Each imputation technique leads to a novel class of point estimator which can be utilized to provide estimates of population mean. Expressions for their bias and mean square errors have been derived. Data has been collected from literature, as well as simulated from three probability distributions to illustrate the performance of the proposed class of estimators when compared with other well-known estimators. Finally, the findings are showcased, and suggestions are put forth for potential real-world implementations.

Vorheriger Artikel Ask me if I am happy: sport practice and life satisfaction in Italy

Nächster Artikel Mathematical modeling and analysis of the influence of family background on the spread of crime

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Nur mit Berechtigung zugänglich

Ahmed, M.S., Al-Titi, O., Al-Rawi, Z., Abu-Dayyeh, W.: Estimation of a population mean using different imputation methods. Statist. Trans. 7(6), 1247–1264 (2006)

Bhattacharyya, D., Singh, G.N., Jawa, T.M., Sayed-Ahmed, N., Pandey, A.K.: An exponential-cum-sine-type hybrid imputation technique for missing data. Comput. Intell. Neurosci. (2021). https://doi.org/10.1155/2021/4845569

Bhushan, S., Kumar, A., Shukla, S.: Novel logarithmic type estimators in presence of measurement errors. J. Stat. Theory Practice 17(3), 35 (2023)CrossRef

Diana, G., Francesco Perri, P.: Improved estimators of the population mean for missing data. Commun. Stat. Theory Methods 39(18), 3245–3251 (2010)CrossRef

Dua, D., Graff, C.: UCI machine learning repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science (2019)

Hansen, M.H., Hurwitz, W.N.: The problem of non-response in sample surveys. J. Am. Stat. Assoc. 41(236), 517–529 (1946)CrossRef

Heitjan, D.F., Basu, S.: Distinguishing “missing at random’’ and “missing completely at random’’. Am. Stat. 50(3), 207–213 (1996)

Kadilar, C., Cingi, H.: Estimators for the population mean in the case of missing data. Commun. Statist. Theory Methods 37(14), 2226–2236 (2008)CrossRef

Kalton, G., Kasprzyk, D., Santos, R.: Issues of nonresponse and imputation in the survey of income and program participation. In: Current topics in survey sampling. Academic Press, pp. 455–480 (1981)

Kalton, G., Kasprzyk, D.: Imputing for missing survey responses. In: Proceedings of the section on survey research methods, American Statistical Association, American Statistical Association Cincinnati. 22, 31 (1982)

Kalton, G., Kish, L.: Some efficient random imputation methods. Commun. Statist. Theory Methods 13(16), 1919–1939 (1984)CrossRef

Kim, J.K., Shao, J.: Statistical methods for handling incomplete data. CRC Press (2013)

Megha, M., Malik, S.: Logarithmic Estimators in Small Area for Estimation of Population Mean. In: 2022 3rd International Conference on Computing, Analytics and Networks (ICAN). IEEE, pp. 1–6 (2022)

R Core Team: R: A language and environment for statistical computing. R Found. Stat. Comput., Vienna, Austria (2018). https://www.R-project.org/

Reddy, V.N.: A study on the use of prior knowledge on certain population parameters in estimation. Sankhya C 40, 29–37 (1978)

Rubin, D.B.: Inference and missing data. Biometrika 63(3), 581–592 (1976)CrossRef

Sande, I.G.: A personal view of hot-deck imputation procedures. Surv. Methodol. 5(2), 238–58 (1979)

Singh, S., Horn, S.: Compromised imputation in survey sampling. Metrika 51(3), 267–276 (2000)CrossRef

Singh, S., Deo, B.: Imputation by power transformation. Stat. Pap. 44(4), 555–579 (2003)CrossRef

Singh, G.N., Maurya, S., Khetan, M., Kadilar, C.: Some imputation methods for missing data in sample surveys. Hacettepe J. Math. Statist. 45(6), 1865–1880 (2016)

Toutenburg, H., Srivastava, V.K.: Amputation versus imputation of missing values through ratio method in sample surveys. Stat. Pap. 49(2), 237–247 (2008)CrossRef

Titel: Efficient and alternative approaches for imputing missing data to estimate population mean
verfasst von: Awadhesh K. Pandey
G. N. Singh
D. Bhattacharyya
Pawan Kumar Singh
Publikationsdatum: 13.06.2024
Verlag: Springer Netherlands
Erschienen in: Quality & Quantity / Ausgabe 6/2024
Print ISSN: 0033-5177
Elektronische ISSN: 1573-7845
DOI: https://doi.org/10.1007/s11135-024-01914-w

How does broadband supply affect participation in panel surveys?: Using geospatial broadband data at the district level to analyze mode choice and panel attrition

Open Access

Ask me if I am happy: sport practice and life satisfaction in Italy

Open Access

Communication of information in systems of heterogeneous agents and systems’ dynamics

A new poisson-exponential-gamma distribution for modelling count data with applications

Self-assessment of health: how socioeconomic, functional, and emotional dimensions influence self-rated health among Italian nonagenarians

Open Access

Accessing the efficacy of green growth, energy efficiency, and green innovation for environmental performance in top manufacturing nations in the framework of sustainable development

Open Access

Springer Professional

Efficient and alternative approaches for imputing missing data to estimate population mean

Abstract

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Wirtschaft"

Weitere Artikel der Ausgabe 6/2024

How does broadband supply affect participation in panel surveys?: Using geospatial broadband data at the district level to analyze mode choice and panel attrition

Ask me if I am happy: sport practice and life satisfaction in Italy

Communication of information in systems of heterogeneous agents and systems’ dynamics

A new poisson-exponential-gamma distribution for modelling count data with applications

Self-assessment of health: how socioeconomic, functional, and emotional dimensions influence self-rated health among Italian nonagenarians

Accessing the efficacy of green growth, energy efficiency, and green innovation for environmental performance in top manufacturing nations in the framework of sustainable development

Premium Partner

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Wirtschaft"

How does broadband supply affect participation in panel surveys?: Using geospatial broadband data at the district level to analyze mode choice and panel attrition

Ask me if I am happy: sport practice and life satisfaction in Italy

Communication of information in systems of heterogeneous agents and systems’ dynamics

A new poisson-exponential-gamma distribution for modelling count data with applications

Self-assessment of health: how socioeconomic, functional, and emotional dimensions influence self-rated health among Italian nonagenarians

Accessing the efficacy of green growth, energy efficiency, and green innovation for environmental performance in top manufacturing nations in the framework of sustainable development