Annotation of OpenXM/src/R/r-packages/hgm/man/hgm-package.Rd, Revision 1.2
1.2 ! takayama 1: %% $OpenXM: OpenXM/src/R/r-packages/hgm/man/hgm-package.Rd,v 1.1 2013/02/07 07:38:23 takayama Exp $
1.1 takayama 2: \name{hgm-package}
3: \alias{hgm-package}
1.2 ! takayama 4: \alias{HGM}
1.1 takayama 5: \alias{hgm}
6: \docType{package}
7: \title{
8: HGM
9: }
10: \description{
1.2 ! takayama 11: The holonomic gradient method (HGM, hgm) gives a way to evaluate normalization
1.1 takayama 12: constants of unnormalized probability distributions by utilizing holonomic
1.2 ! takayama 13: systems of differential equations.
! 14: The holonomic gradient descent (HGD, hgd) gives a method
! 15: to find maximal likelihood estimates by utilizing the HGM.
1.1 takayama 16: }
17: \details{
18: \tabular{ll}{
19: Package: \tab hgm\cr
20: Type: \tab Package\cr
21: Version: \tab 1.0\cr
22: Date: \tab 2013-02-07\cr
1.2 ! takayama 23: License: \tab GPL-2\cr
1.1 takayama 24: LazyLoad: \tab yes\cr
25: }
1.2 ! takayama 26: The HGM and HGD are proposed in the paper below.
! 27: This method based on the fact that a broad class of normalization constants
! 28: of unnormalized probability distributions belongs to the class of
! 29: holonomic functions, which are solutions of holonomic systems of linear
! 30: partial differential equations.
1.1 takayama 31: }
32: \author{
1.2 ! takayama 33: \itemize{
! 34: \item Nobuki Takayama (takayama@math.kobe-u.ac.jp)
! 35: }
! 36: }
! 37: \note{
! 38: This package includes a small subset of the Gnu scientific library codes
! 39: (\url{http://www.gnu.org/software/gsl/}).
! 40: Then, it might cause a conflict with the package gsl
! 41: (see \code{\link[gsl]{gsl-package}}).
! 42: When you use the package gsl, it is recommeded to unload the shared libraries
! 43: of the package hgm by \code{library.dynam.unload("hgm")}
! 44: (see \code{\link[base]{library.dynam.unload}}).
1.1 takayama 45: }
46: \references{
1.2 ! takayama 47: \itemize{
! 48: \item Hiromasa Nakayama, Kenta Nishiyama, Masayuki Noro, Katsuyoshi Ohara,
! 49: Tomonari Sei, Nobuki Takayama, Akimichi Takemura,
! 50: Holonomic Gradient Descent and its Application to Fisher-Bingham Integral,
! 51: Advances in Applied Mathematics 47 (2011), 639--658,
! 52: \url{http://dx.doi.org/10.1016/j.aam.2011.03.001}
! 53:
! 54: \item \url{http://www.openxm.org}
! 55: }
1.1 takayama 56: }
57: \keyword{ package }
1.2 ! takayama 58: \keyword{ holonomic gradient method}
! 59: \keyword{ holonomic gradient descent}
! 60: \keyword{ HGM }
! 61: \keyword{ HGD }
1.1 takayama 62: \seealso{
63: \code{\link{hgm.so3nc}}
64: }
65: \examples{
66: \dontrun{
67: example(hgm.so3nc)
68: }
69: }
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