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Weights and Fragments

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Book cover Compstat
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Abstract

This talk explores two related ideas. The first one is to let the data guide us in downweighting observations in order to improve the fit of the model. Such procedures can, for example, be used to identify subsets of the data that closely fit a particular regression model and as such provide an alternative to robust methods. The second idea consists in fragmenting the data into pieces, analyzing the pieces separately and constructing a global analysis by putting the fragments back together. In analyzing a two-way table, for example, different interaction patterns may apply to different parts of the table.

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References

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© 2002 Springer-Verlag Berlin Heidelberg

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Morgenthaler, S. (2002). Weights and Fragments. In: Härdle, W., Rönz, B. (eds) Compstat. Physica, Heidelberg. https://doi.org/10.1007/978-3-642-57489-4_98

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  • DOI: https://doi.org/10.1007/978-3-642-57489-4_98

  • Publisher Name: Physica, Heidelberg

  • Print ISBN: 978-3-7908-1517-7

  • Online ISBN: 978-3-642-57489-4

  • eBook Packages: Springer Book Archive

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