Single imputation method of missing values in environmental pollution data sets

Atmospheric Environment

Volumn 40, Issue 38, 2006, Pages 7316-7330

  Plaia, A ^a   Bondi A L ^a  

^a UNIVERSITY OF PALERMO   (Italy)

Author keywords

Environmental pollutant; Missing at random; Single imputation; Time series

Indexed keywords

ENVIRONMENTAL POLLUTANTS; MISSING AT RANDOM; SINGLE IMPUTATION;

COMPUTER SIMULATION; ENVIRONMENTAL IMPACT; IMPURITIES; PROBLEM SOLVING; RESEARCH AND DEVELOPMENT MANAGEMENT; TIME SERIES ANALYSIS;

ENVIRONMENTAL PROTECTION;

CORRELATION; DATA SET; ENVIRONMENTAL DEGRADATION; ENVIRONMENTAL RESEARCH; MONITORING SYSTEM; PARTICULATE MATTER; STATISTICAL ANALYSIS;

ARTICLE; CORRELATION ANALYSIS; CORRELATION COEFFICIENT; ENVIRONMENTAL MANAGEMENT; ENVIRONMENTAL MONITORING; POLLUTION; PRIORITY JOURNAL;

EURASIA; EUROPE; ITALY; PALERMO [SICILY]; SICILY; SOUTHERN EUROPE;

EID: 33750013519     PISSN: 13522310     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.atmosenv.2006.06.040     Document Type: Article

References (11)

1. Bondì, A.L., Plaia, A., 2005. Weather variables and air pollution via hierarchical linear models. In: Proceedings of: SIS-2005 "Statistics and Environment" Messina, 21-23 September, Cleup, Padua, pp. 237-240.
2. Engels J.M., and Diehr P. Imputation of missing longitudinal data: a comparison of methods. Journal of Clinical Epidemiology 56 (2003) 968-976
3. Junninen H., Niska H., Tuppurainen K., Ruuskanen J., and Kolehmainen M. Methods for imputation of missing values in air quality data sets. Atmospheric Environment 38 (2004) 2895-2907
4. Latini G., and Passerini G. Handling Missing Data: Applications to Environmental Analysis (2004), WIT Press, Southampton, UK
5. 10 in Vancouver. Environmetrics 10 (1999) 321-328
6. Little R.J.A., and Rubin D.B. Statistical Analysis with Missing Data (1987), Wiley, New York
7. R Development Core Team, 2000-2005. R language Definition. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-13-5 (URL 〈http://www.R-project.org〉).
8. Rubin D.B. Multiple imputation after 18+ years. Journal of the American Statistical Association 91 (1996) 473-489
9. Schafer J.L. Analysis of incomplete multivariate data. Monographs on Statistics and Applied Probability vol. 72 (1997), Chapman & Hall, London
10. Van Buuren, S., Oudshoorn, C.G.M., 2005. Multivariate Imputation by Chained Equations: MICE Version 1.14 〈web.inter.nl.net/users/S.van.Buuren/mi/hmtl/mice.htm〉.
11. Xia Y., Fabian P., Stohl A., and Winterhalter M. Forest climatology: estimation of missing values for Bavaria, Germany. Agricultural and Forest Meteorology 96 (1999) 131-144