Regression with Responses from Exponential Families

  • Chong Gu
Part of the Springer Series in Statistics book series (SSS)


For responses from exponential family distributions, (1.4) of Example 1.1 defines penalized likelihood regression. Among topics of primary interest are the selection of smoothing parameters, the computation of the estimates, the asymptotic behavior of the estimates, and various data analytical tools.


Smoothing Parameter Exponential Family Newton Iteration Full Column Rank Bibliographic Note 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.


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Copyright information

© Springer Science+Business Media New York 2002

Authors and Affiliations

  • Chong Gu
    • 1
  1. 1.Department of StatisticsPurdue UniversityWest LafayetteUSA

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