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Selection of a Representative Sample
Authors:Herbert K H Lee  Matthew Taddy  Genetha A Gray
Institution:(1) US Department of Agriculture Agricultural Research Service, North Carolina State University, Raleigh, NC 27695-7625, USA;(2) Biological and Agricultural Engineering Department, North Carolina State University, Raleigh, NC 27695-7625, USA;(3) Food and Environmental Protection Laboratory Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, International Atomic Energy Agency (IAEA), Wagramer Strasse 5, 100, A1400 Vienna, Austria
Abstract:Sometimes a larger dataset needs to be reduced to just a few points, and it is desirable that these points be representative of the whole dataset. If the future uses of these points are not fully specified in advance, standard decision-theoretic approaches will not work. We present here methodology for choosing a small representative sample based on a mixture modeling approach.
Keywords:
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