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ungroup

Penalized Composite Link Model for Efficient Estimation of Smooth Distributions from Coarsely Binned Data

v1.4.4 · Jan 31, 2024 · MIT + file LICENSE

Description

Versatile method for ungrouping histograms (binned count data) assuming that counts are Poisson distributed and that the underlying sequence on a fine grid to be estimated is smooth. The method is based on the composite link model and estimation is achieved by maximizing a penalized likelihood. Smooth detailed sequences of counts and rates are so estimated from the binned counts. Ungrouping binned data can be desirable for many reasons: Bins can be too coarse to allow for accurate analysis; comparisons can be hindered when different grouping approaches are used in different histograms; and the last interval is often wide and open-ended and, thus, covers a lot of information in the tail area. Age-at-death distributions grouped in age classes and abridged life tables are examples of binned data. Because of modest assumptions, the approach is suitable for many demographic and epidemiological applications. For a detailed description of the method and applications see Rizzi et al. (2015) <doi:10.1093/aje/kwv020>.

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installed package size

  installed size is 13.9Mb
  sub-directories of 1Mb or more:
    libs  13.2Mb
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installed package size

  installed size is 14.0Mb
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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-oldrel-macos-arm64

installed package size

  installed size is 13.9Mb
  sub-directories of 1Mb or more:
    libs  13.2Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 14.0Mb
  sub-directories of 1Mb or more:
    libs  13.3Mb

Dependency Network

Dependencies Reverse dependencies pbapply Rcpp Rdpack Matrix ungroup

Version History

new 1.4.4 Mar 9, 2026