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Volumn 121, Issue 1-2, 2004, Pages 93-111

Gap-filling missing data in eddy covariance measurements using multiple imputation (MI) for annual estimations

Author keywords

Eddy covariance; Latent heat; Missing data; Multiple imputation; Net ecosystem carbon exchange; Regression analysis; Sensible heat

Indexed keywords

EDDY COVARIANCE; GAP DYNAMICS; HEAT FLUX; NET ECOSYSTEM EXCHANGE; REGRESSION ANALYSIS;

EID: 0346040111     PISSN: 01681923     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0168-1923(03)00158-8     Document Type: Article
Times cited : (139)

References (49)
  • 1
    • 0034339545 scopus 로고    scopus 로고
    • Multiple imputation for missing data - A cautionary tale
    • Allison, P.D., 2000. Multiple imputation for missing data - a cautionary tale. Sociol. Methods Res. 28, 301-309.
    • (2000) Sociol. Methods Res. , vol.28 , pp. 301-309
    • Allison, P.D.1
  • 2
    • 77956781377 scopus 로고    scopus 로고
    • Estimates of the annual net carbon and water exchange of forests: The EUROFLUX methodology
    • Aubinet, M., Grelle, A., Ibrom, A., Rannik, U., Moncrieff, J., et al., 2000. Estimates of the annual net carbon and water exchange of forests: the EUROFLUX methodology. Adv. Ecol. Res. 30, 113-175.
    • (2000) Adv. Ecol. Res. , vol.30 , pp. 113-175
    • Aubinet, M.1    Grelle, A.2    Ibrom, A.3    Rannik, U.4    Moncrieff, J.5
  • 3
    • 0030886760 scopus 로고    scopus 로고
    • Measuring and modeling carbon dioxide and water vapor exchange over a temperate broad-leaved forest during the 1995 summer drought
    • Baldocchi, D.D., 1997. Measuring and modeling carbon dioxide and water vapor exchange over a temperate broad-leaved forest during the 1995 summer drought. Plant Cell and Environ. 20, 1108-1122.
    • (1997) Plant Cell and Environ. , vol.20 , pp. 1108-1122
    • Baldocchi, D.D.1
  • 4
    • 0035419192 scopus 로고    scopus 로고
    • 2 and water vapor exchange of temperate broadleaved forest across hourly to decadal time scales
    • 2 and water vapor exchange of temperate broadleaved forest across hourly to decadal time scales. Ecol. Model. 142, 155-184.
    • (2001) Ecol. Model. , vol.142 , pp. 155-184
    • Baldocchi, D.D.1    Wilson, K.B.2
  • 5
    • 0001633245 scopus 로고    scopus 로고
    • FluxNet: A new tool to study the temporal and spatial variability of ecosystem-scale carbon dioxide, water vapor, and energy flux densities
    • Baldocchi, D.D., Falge, E., Gu, L., Olson, R., Hollinger, D., et al., 2001. FluxNet: a new tool to study the temporal and spatial variability of ecosystem-scale carbon dioxide, water vapor, and energy flux densities. Bull. Am. Meteorol. Soc., 2415-2434.
    • (2001) Bull. Am. Meteorol. Soc. , pp. 2415-2434
    • Baldocchi, D.D.1    Falge, E.2    Gu, L.3    Olson, R.4    Hollinger, D.5
  • 6
  • 7
    • 0032954507 scopus 로고    scopus 로고
    • Applications of multiple imputation in medical studies: From AIDS as NHANES
    • Barnard, J., Meng, X.L., 1999. Applications of multiple imputation in medical studies: from AIDS as NHANES. Stat. Methods Med. Res. 8, 17-36.
    • (1999) Stat. Methods Med. Res. , vol.8 , pp. 17-36
    • Barnard, J.1    Meng, X.L.2
  • 8
    • 0036684357 scopus 로고    scopus 로고
    • Blob-world: Image segmentation using expectation-maximization and its application to image querying
    • Carsob, C., Belongie, S., Greenspan, H., Malik, J., 2002. Blob-world: Image segmentation using expectation-maximization and its application to image querying. IEEE Trans. Pattern Anal. Machine Intell. 24, 1026-1038.
    • (2002) IEEE Trans. Pattern Anal. Machine Intell. , vol.24 , pp. 1026-1038
    • Carsob, C.1    Belongie, S.2    Greenspan, H.3    Malik, J.4
  • 9
    • 0030054940 scopus 로고    scopus 로고
    • A meta-analysis of leaf gas exchange and N in trees grown under elevated carbon dioxide
    • Curtis, P.S., 1996. A meta-analysis of leaf gas exchange and N in trees grown under elevated carbon dioxide. Plant Cell Environ. 19, 127-137.
    • (1996) Plant Cell Environ. , vol.19 , pp. 127-137
    • Curtis, P.S.1
  • 10
    • 0346982426 scopus 로고    scopus 로고
    • Using expectation-maximization for reinforcement learning
    • Dayan, P., Hinton, G.E., 1997. Using expectation-maximization for reinforcement learning. Neural Comput. 9, 271-278.
    • (1997) Neural Comput. , vol.9 , pp. 271-278
    • Dayan, P.1    Hinton, G.E.2
  • 12
    • 0000760024 scopus 로고
    • A simulation study to evaluate the performance of model-based multiple imputations in NCHS health examination surveys
    • Bureau of the Census, Washington, DC
    • Ezzati-Rice, T.M., Johnson, W., Khare, M., Little, R.J.A., Rubin, D.B., Schafer, J.L., 1995. A simulation study to evaluate the performance of model-based multiple imputations in NCHS health examination surveys. In: Proceedings of the Annual Research Conference. Bureau of the Census, Washington, DC, pp. 257-266.
    • (1995) Proceedings of the Annual Research Conference , pp. 257-266
    • Ezzati-Rice, T.M.1    Johnson, W.2    Khare, M.3    Little, R.J.A.4    Rubin, D.B.5    Schafer, J.L.6
  • 13
    • 0035283089 scopus 로고    scopus 로고
    • Gap-filling strategies for defensible annual sums of net ecosystem exchange
    • Falge, E., Baldocchi, D.D., Olson, R., Anthoni, P., Aubinet, M., et al., 2001 a. Gap-filling strategies for defensible annual sums of net ecosystem exchange. Agric. Forest Meteorol. 107, 43-69.
    • (2001) Agric. Forest Meteorol. , vol.107 , pp. 43-69
    • Falge, E.1    Baldocchi, D.D.2    Olson, R.3    Anthoni, P.4    Aubinet, M.5
  • 16
    • 0030426558 scopus 로고    scopus 로고
    • Measurement of carbon storage by long-term eddy correlation: Methods and a critical assessment of accuracy
    • Goulden, M.L., Munger, J.W., Fan, S.M., Daube, B.C., Wofsy, S.C., 1996. Measurement of carbon storage by long-term eddy correlation: methods and a critical assessment of accuracy. Global Change Biol. 2, 169-182.
    • (1996) Global Change Biol. , vol.2 , pp. 169-182
    • Goulden, M.L.1    Munger, J.W.2    Fan, S.M.3    Daube, B.C.4    Wofsy, S.C.5
  • 18
    • 0003245614 scopus 로고    scopus 로고
    • On the performance of multiple imputation for multivariate data with small sample size
    • Hoyle, R. (Ed.), Sage, Thousand Oaks, CA
    • Graham, J.W., Schafer, J.L., 1999. On the performance of multiple imputation for multivariate data with small sample size. In: Hoyle, R. (Ed.), Statistical Strategies for Small Sample Research. Sage, Thousand Oaks, CA, pp. 1-29.
    • (1999) Statistical Strategies for Small Sample Research , pp. 1-29
    • Graham, J.W.1    Schafer, J.L.2
  • 19
    • 0030483171 scopus 로고    scopus 로고
    • 2 and water vapour exchange rates over a temperate deciduous forest
    • 2 and water vapour exchange rates over a temperate deciduous forest. Global Change Biol. 2, 183-198.
    • (1996) Global Change Biol. , vol.2 , pp. 183-198
    • Greco, S.1    Baldocchi, D.D.2
  • 20
    • 0001772673 scopus 로고    scopus 로고
    • Regression modelling used for data gap filling of carbon flux measurements
    • Ceulemans, R.J.M., Veroustraete, F., Gond, V., Van Rensbergen, J.B.H.F. (Eds.), SPB Academic Publishing, The Hague, The Netherlands
    • Grünwald, Th., Bernhofer, Ch., 2000. Regression modelling used for data gap filling of carbon flux measurements. In: Ceulemans, R.J.M., Veroustraete, F., Gond, V., Van Rensbergen, J.B.H.F. (Eds.), Forest Modelling, Upscaling and Remote Sensing. SPB Academic Publishing, The Hague, The Netherlands, pp. 61-67.
    • (2000) Forest Modelling, Upscaling and Remote Sensing , pp. 61-67
    • Grünwald, Th.1    Bernhofer, Ch.2
  • 21
    • 0346352594 scopus 로고    scopus 로고
    • Beijing University of Aeronautics & Astronautics Press, Beijing, China
    • Hui, D., Jiang, C., 1996. Practical SAS Usage. Beijing University of Aeronautics & Astronautics Press, Beijing, China.
    • (1996) Practical SAS Usage
    • Hui, D.1    Jiang, C.2
  • 22
    • 0348243248 scopus 로고    scopus 로고
    • Comparison among mapping methods for detecting QTLs and estimating their effects
    • Hui, D., Jiang, C., Mo, H., 1997. Comparison among mapping methods for detecting QTLs and estimating their effects. Acta Agron. Sinica 23, 129-136.
    • (1997) Acta Agron. Sinica , vol.23 , pp. 129-136
    • Hui, D.1    Jiang, C.2    Mo, H.3
  • 23
    • 0037647507 scopus 로고    scopus 로고
    • Partitioning interannual variability in net ecosystem exchange between climatic variability and functional change
    • Hui, D., Luo, Y., Katul, G., 2003. Partitioning interannual variability in net ecosystem exchange between climatic variability and functional change. Tree Physiol. 23, 433-442.
    • (2003) Tree Physiol. , vol.23 , pp. 433-442
    • Hui, D.1    Luo, Y.2    Katul, G.3
  • 24
    • 23044525261 scopus 로고    scopus 로고
    • Statistical computing software reviews. Multiple imputation in practice: Comparison of software packages for regression models with missing variables
    • Horton, N.J., Lipsitz, S.R., 2001. Statistical computing software reviews. Multiple imputation in practice: comparison of software packages for regression models with missing variables. Am. Stat. 55, 244-254.
    • (2001) Am. Stat. , vol.55 , pp. 244-254
    • Horton, N.J.1    Lipsitz, S.R.2
  • 25
    • 0000528136 scopus 로고    scopus 로고
    • A review of current software for handling missing data
    • Hox, J.J., 1999. A review of current software for handling missing data. Kwantitatieve Methoden 62, 123-138.
    • (1999) Kwantitatieve Methoden , vol.62 , pp. 123-138
    • Hox, J.J.1
  • 26
    • 5244303933 scopus 로고    scopus 로고
    • Seasonal variation of carbon dioxide, water vapor and energy exchanges of a boreal black spruce forest
    • Jarvis, P.G., Massheder, J., Hale, D., Moncrieff, J., Payment, M., Scott, S., 1997. Seasonal variation of carbon dioxide, water vapor and energy exchanges of a boreal black spruce forest. J. Geophys. Res. 102, 28953-28967.
    • (1997) J. Geophys. Res. , vol.102 , pp. 28953-28967
    • Jarvis, P.G.1    Massheder, J.2    Hale, D.3    Moncrieff, J.4    Payment, M.5    Scott, S.6
  • 27
    • 0348243246 scopus 로고
    • Joint mapping of genes for correlated quantitative traits
    • Jiang, C., Hui, D., 1995. Joint mapping of genes for correlated quantitative traits. J. Jiangsu Agric. College 16, 1-7.
    • (1995) J. Jiangsu Agric. College , vol.16 , pp. 1-7
    • Jiang, C.1    Hui, D.2
  • 28
    • 0031423792 scopus 로고    scopus 로고
    • Mapping quantitative loci with dominant and missing marks in various crosses from two inbred lines
    • Jiang, C., Zeng, Z.-Z., 1997. Mapping quantitative loci with dominant and missing marks in various crosses from two inbred lines. Genetica 101, 47-58.
    • (1997) Genetica , vol.101 , pp. 47-58
    • Jiang, C.1    Zeng, Z.-Z.2
  • 30
    • 0033369667 scopus 로고    scopus 로고
    • Spatial variability of turbulent fluxes in the roughness sublayer of an even-aged pine forest
    • Katul, G., Hsieh, C.I., Bowling, D., et al., 1999. Spatial variability of turbulent fluxes in the roughness sublayer of an even-aged pine forest. Bound. Layer Meteorol. 93, 1-28.
    • (1999) Bound. Layer Meteorol. , vol.93 , pp. 1-28
    • Katul, G.1    Hsieh, C.I.2    Bowling, D.3
  • 32
    • 0035285349 scopus 로고    scopus 로고
    • Analyzing incomplete political science data: An alternative algorithm for multiple imputation
    • King, G., Honaker, J., Joseph, A., Scheve, K., 2001. Analyzing incomplete political science data: an alternative algorithm for multiple imputation. Am. Pol. Sci. Rev. 95, 49-69.
    • (2001) Am. Pol. Sci. Rev. , vol.95 , pp. 49-69
    • King, G.1    Honaker, J.2    Joseph, A.3    Scheve, K.4
  • 33
    • 0035515530 scopus 로고    scopus 로고
    • Handling missing data in nursing research with multiple imputation
    • Kneipp, S.M., McIntosh, M., 2001. Handling missing data in nursing research with multiple imputation. Nurs. Res. 50, 384-389.
    • (2001) Nurs. Res. , vol.50 , pp. 384-389
    • Kneipp, S.M.1    McIntosh, M.2
  • 34
    • 84965572693 scopus 로고
    • The analysis of social science data with missing values
    • Little, R.J.A., Rubin, D.B., 1989. The analysis of social science data with missing values. Sociol. Methods Res. 18, 292-326.
    • (1989) Sociol. Methods Res. , vol.18 , pp. 292-326
    • Little, R.J.A.1    Rubin, D.B.2
  • 37
    • 0036479629 scopus 로고    scopus 로고
    • Focus on research methods: Multiple imputation for missing data
    • Patrician, P.A., 2002. Focus on research methods: multiple imputation for missing data. Res. Nurs. Health 25, 76-84.
    • (2002) Res. Nurs. Health , vol.25 , pp. 76-84
    • Patrician, P.A.1
  • 39
    • 0001354633 scopus 로고
    • Formalizing subjective notions about the effect of nonrespondents in sample surveys
    • Rubin, D.B., 1977. Formalizing subjective notions about the effect of nonrespondents in sample surveys. J. Am. Stat. Assoc. 72, 538-543.
    • (1977) J. Am. Stat. Assoc. , vol.72 , pp. 538-543
    • Rubin, D.B.1
  • 41
    • 85030915090 scopus 로고    scopus 로고
    • SAS Institute Inc., Cary, NC
    • SAS Institute Inc., 2002. Online version of SAS document version 9. SAS Institute Inc., Cary, NC. http://v9doc.sas.com/sasdoc.
    • (2002) Online Version of SAS Document Version 9
  • 43
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: Our view of the state of the art
    • Schafer, J.L., Graham, J.W., 2002. Missing data: our view of the state of the art. Psychol. Methods 7, 147-177.
    • (2002) Psychol. Methods , vol.7 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 44
    • 0032219074 scopus 로고    scopus 로고
    • Multiple imputation for multivariate missing-data problems: A data analyst's perspective
    • Schafer, J.L., Olsen, M.K., 1998. Multiple imputation for multivariate missing-data problems: a data analyst's perspective. Multivariate Behav. Res. 33, 545-571.
    • (1998) Multivariate Behav. Res. , vol.33 , pp. 545-571
    • Schafer, J.L.1    Olsen, M.K.2
  • 45
    • 0033616909 scopus 로고    scopus 로고
    • Multiple imputation of missing blood pressure covariates in survival analysis
    • van Buuren, S., Boshuizen, H.C., Knook, D.L., 1999. Multiple imputation of missing blood pressure covariates in survival analysis. Stat. Med. 18, 681-694.
    • (1999) Stat. Med. , vol.18 , pp. 681-694
    • Buuren, S.1    Boshuizen, H.C.2    Knook, D.L.3
  • 46
    • 0034793967 scopus 로고    scopus 로고
    • Fire effects on nitrogen pools and dynamics in terrestrial ecosystems: A meta-analysis
    • Wan, S., Hui, D., Luo, Y., 2001. Fire effects on nitrogen pools and dynamics in terrestrial ecosystems: a meta-analysis. Ecol. Appl. 11, 1349-1365.
    • (2001) Ecol. Appl. , vol.11 , pp. 1349-1365
    • Wan, S.1    Hui, D.2    Luo, Y.3
  • 47
    • 0034707758 scopus 로고    scopus 로고
    • Seasonal and interannual variability of energy fluxes over a broadleaved temperate deciduous forests in North America
    • Wilson, K.B., Baldocchi, D.D., 2000. Seasonal and interannual variability of energy fluxes over a broadleaved temperate deciduous forests in North America. Agric. Forest Meteorol. 100, 1-18.
    • (2000) Agric. Forest Meteorol. , vol.100 , pp. 1-18
    • Wilson, K.B.1    Baldocchi, D.D.2
  • 48
    • 0035727661 scopus 로고    scopus 로고
    • Comparing independent estimates of carbon dioxide exchange over 5 years at a deciduous forest in the southeastern United States
    • Wilson, K.B., Baldocchi, D.D., 2001. Comparing independent estimates of carbon dioxide exchange over 5 years at a deciduous forest in the southeastern United States. J. Geophys. Res. 106 (D24), 34167-34178.
    • (2001) J. Geophys. Res. , vol.106 , Issue.D24 , pp. 34167-34178
    • Wilson, K.B.1    Baldocchi, D.D.2
  • 49
    • 0035873913 scopus 로고    scopus 로고
    • Multiple imputation in public health research
    • Zhou, X.H., Eckert, G.J., Tierney, W.M., 2001. Multiple imputation in public health research. Stat. Med. 20, 1541-1549.
    • (2001) Stat. Med. , vol.20 , pp. 1541-1549
    • Zhou, X.H.1    Eckert, G.J.2    Tierney, W.M.3


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