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Bayesian Clustering of Farm Types Using the Mixtures Model

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  • Richard Tiffin

Abstract

A Bayesian method of classifying observations that are assumed to come from a number of distinct subpopulations is outlined. The method is illustrated with simulated data and applied to the classification of farms according to their level and variability of income. The resultant classification shows a greater diversity of technical charactersitics within farm types than is conventionally the case. The range of mean farm income between groups in the new classification is wider than that of the conventional method and the variability of income within groups is narrower. Results show that the highest income group in 2000 included large specialist dairy farmers and pig and poultry producers, whilst in 2001 it included large and small specialist dairy farms and large mixed dairy and arable farms. In both years the lowest income group is dominated by non‐milk producing livestock farms.

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  • Richard Tiffin, 2006. "Bayesian Clustering of Farm Types Using the Mixtures Model," Journal of Agricultural Economics, Wiley Blackwell, vol. 57(3), pages 547-562, September.
  • Handle: RePEc:bla:jageco:v:57:y:2006:i:3:p:547-562
    DOI: 10.1111/j.1477-9552.2006.00064.x
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    File URL: https://doi.org/10.1111/j.1477-9552.2006.00064.x
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    1. Spanos,Aris, 1986. "Statistical Foundations of Econometric Modelling," Cambridge Books, Cambridge University Press, number 9780521269124.
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