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It is time to drop principal components analysis as a “receptor model”

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Abstract

This editorial discusses why we should no longer use Principal Components Analysis (PCA) as a receptor model.

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References

  • Blifford, I.H., Meeker, G.O.: A factor analysis model of large scale pollution. Atmos. Environ. 1, 147–157 (1967)

    Article  Google Scholar 

  • Lawson, C.L., Hanson, R.J.: Solving least-squares problems. Prentice-Hall, Englewood Cliffs (1974)

    Google Scholar 

  • Paatero, P., Tapper, U.: Analysis of different modes of factor analysis as least squares fit problems. Chemom. Intell. Lab. Syst. 18, 183–194 (1993)

    Article  Google Scholar 

  • Prinz, B., Stratmann, H.: The possible use of factor analysis in investigating air quality. Staub-Reinhalt Luft 28, 33–39 (1968)

    Google Scholar 

  • Tauler, R., Viana, M., Querol, X., Alastuey, A., Flight, R.M., Wentzell, P.D., Hopke, P.K.: Comparison of the results obtained by four receptor modeling methods in aerosol source apportionment studies. Atmos. Environ. 43, 3989–3997 (2009)

    Article  Google Scholar 

  • Thurston, G.D., Spengler, J.D.: A quantitative assessment of sourcecontributions to inhalable particulate matter pollution in Metropolitan Boston. Atmos. Environ. 19, 9–26 (1985)

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Correspondence to Philip K. Hopke.

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Hopke, P.K. It is time to drop principal components analysis as a “receptor model”. J Atmos Chem 72, 127–128 (2015). https://doi.org/10.1007/s10874-015-9309-1

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  • DOI: https://doi.org/10.1007/s10874-015-9309-1

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