D
Douglas M. Bates
Researcher at University of Wisconsin-Madison
Publications - 80
Citations - 117051
Douglas M. Bates is an academic researcher from University of Wisconsin-Madison. The author has contributed to research in topics: Generalized linear mixed model & Random effects model. The author has an hindex of 36, co-authored 80 publications receiving 88022 citations. Previous affiliations of Douglas M. Bates include Kansas State University & University of Alberta.
Papers
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Journal ArticleDOI
Linear mixed models and penalized least squares
Douglas M. Bates,Saikat DebRoy +1 more
TL;DR: It is shown that an alternative representation as a penalized least squares problem has many advantageous computational properties including the ability to evaluate explicitly a profiled log-likelihood or log-restricted likelihood, the gradient and Hessian of this profiled objective, and an ECME update to refine this objective.
Journal ArticleDOI
The cave of shadows: Addressing the human factor with generalized additive mixed models
TL;DR: In this article, generalized additive mixed models are introduced as an extension of the generalized linear mixed model which makes it possible to deal with temporal autocorrelational structure in experimental data.
Book ChapterDOI
Nonlinear Regression: Iterative Estimation and Linear Approximations
Douglas M. Bates,Donald G. Watts +1 more
Journal ArticleDOI
Fast and Elegant Numerical Linear Algebra Using the RcppEigen Package
TL;DR: An in-depth discussion of various available approaches for solving least-squares problems, including rank-revealing methods, concluding with an empirical run-time comparison of sparse matrix methods.
Journal ArticleDOI
Gcvpack – routines for generalized cross validation
TL;DR: These Fortran-77 subroutines provide building blocks for Generalized Cross-Validation (GCV) calculations in data analysis and data smoothing including ridge regression, thin plate smoothing splines, deconvolution, and ill-posed problems as mentioned in this paper.