-
Notifications
You must be signed in to change notification settings - Fork 1
/
DESCRIPTION
77 lines (77 loc) · 2.46 KB
/
DESCRIPTION
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
Package: ADtools
Type: Package
Title: Automatic Differentiation Toolbox
Version: 0.5.5
Authors@R: c(
person("Chun Fung", "Kwok", email = "kwokcf@unimelb.edu.au", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-0716-3879")),
person("Dan", "Zhu", email = "dan.zhu@monash.edu", role = "aut", comment = c(ORCID = "0000-0003-1487-2232")),
person("Liana", "Jacobi", email = "ljacobi@unimelb.edu.au", role = "aut", comment= c(ORCID = "0000-0001-7210-0500"))
)
Maintainer: Chun Fung Kwok <kwokcf@unimelb.edu.au>
Description: Implements the forward-mode automatic differentiation for
multivariate functions using the matrix-calculus notation from Magnus and
Neudecker (2019) <doi:10.1002/9781119541219>. Two key features of the package
are: (i) it incorporates various optimisation strategies to improve performance;
this includes applying memoisation to cut down object construction time, using
sparse matrix representation to speed up derivative calculation, and creating
specialised matrix operations to reduce computation time; (ii) it supports
differentiating random variates with respect to their parameters, targeting
Markov chain Monte Carlo (MCMC) and general simulation-based applications.
License: MIT + file LICENSE
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.1.1
Suggests:
testthat,
covr,
knitr,
rmarkdown,
pryr,
MCMCpack
Depends:
R (>= 3.6.0),
methods,
Matrix
Imports:
purrr,
dplyr,
magrittr,
assertthat,
mvtnorm,
Rcpp (>= 1.0.5),
RcppParallel (>= 5.0.2)
LinkingTo:
Rcpp,
RcppArmadillo,
RcppParallel
Collate:
'ADtools.R'
'RcppExports.R'
'auto_diff.R'
'class_dual_construction.R'
'class_dual_def.R'
'dual_list_operations.R'
'finite_diff.R'
'optim_special_matrix.R'
'interface_special_matrix.R'
'mc_arithmetic_1_cross_class.R'
'mc_arithmetic_2_same_class.R'
'mc_arithmetic_3_d_arithmetic.R'
'mc_arithmetic_4_d_arithmetic_primitives.R'
'mc_generic.R'
'mc_math_elementary.R'
'mc_math_sum.R'
'mc_matrix_ops.R'
'mc_rv_density.R'
'mc_rv_sim_normal.R'
'mc_rv_sim_student_t.R'
'mc_rv_simulation.R'
'mc_structure_binding.R'
'mc_structure_reshape.R'
'mc_structure_subsetting.R'
'optim_kronecker_product.R'
'optim_matrix_chain_multiplication.R'
'utils.R'
VignetteBuilder: knitr
URL: https://github.com/kcf-jackson/ADtools
BugReports: https://github.com/kcf-jackson/ADtools/issues