gips 1.2.3.9000
Performance gain
project_matrix() is now implemented in C++ internally. Additionally, several internal calculations used by log_posteriori_of_gips() and find_MAP(optimizer = "BF") were optimized.
For Brute Force optimization:
| permutation size | 6 | 7 | 8 | 9 |
|---|---|---|---|---|
| v1.2.3 | 1.26 s | 4.06 s | 30.19 s | 4.35 min |
| v1.2.3.9000 | 0.64 s | 2.66 s | 16.31 s | 2.17 min |
For log_posteriori_of_gips() evaluated on 1000 random permutations of a given size:
| permutation size | 30 | 50 | 100 | 200 | 300 |
|---|---|---|---|---|---|
| v1.2.3 | 2.31 s | 2.31 s | 11.70 s | 46.49 s | 110.17 s |
| v1.2.3.9000 | 0.84 s | 1.26 s | 3.24 s | 15.73 s | 39.47 s |
The above tables based on the code from Pull Request #99.
Update to functions
-
plot.gips()now usesggplot2for all plot types.
gips 1.2.3
CRAN release: 2025-03-18
Performance gain
There was a significant speed improvement in get_structure_constants(), which is used internally by posterior calculations. For 1000 random permutations of a given size:
| permutation size | 30 | 50 | 100 | 200 | 300 |
|---|---|---|---|---|---|
| v1.2.2 | 0.09 s | 0.10 s | 0.25 s | ~10 s | ~25 s |
| v1.2.3 | 0.07 s | 0.08 s | 0.10 s | 0.17 s | ~0.20 s |
This change consequently improved log_posteriori_of_gips(). For 1000 random permutations of a given size:
| permutation size | 30 | 50 | 100 | 200 | 300 |
|---|---|---|---|---|---|
| v1.2.2 | 1.50 s | 2.49 s | 7.08 s | 55.25 s | 169.77 s |
| v1.2.3 | 1.29 s | 2.24 s | 6.84 s | 31.73 s | 85.10 s |
Update to functions
-
plot.gips()can gettype = "n0", which will plot the change ofn0along the “MH” optimization. Handy for deciding of burn-in time; -
find_MAP(optimizer = "MH")tracks then0along the optimization; -
summary.gips()calculates Likelihood-Ratio test.
gips 1.2.2
Bugfix:
-
logLik.gips()will return an object of classlogLik; - Better Vignettes titles.
gips 1.2.0
CRAN release: 2023-08-07
Update to functions
-
gips()has a new defaultD_matrix = mean(diag(S)) * diag(p); -
summary.gips()calculatesAIC,BIC, andn_parameters(number of free parameters in the covariance matrix); -
get_probabilities_from_gips()will return a sorted vector; -
compare_posteriories_of_perms()andcompare_log_posteriories_of_perms()have a new parameterdigits; - Everywhere a permutation was expected, the
gipsobject can now be passed and interpreted as a permutation. Those are:-
permingips(),project_matrix(),prepare_orthogonal_matrix(),get_structure_constants(),calculate_gamma_function(); -
perm1andperm2incompare_posteriories_of_perms(),compare_log_posteriories_of_perms(); -
xingips_perm();
-
-
plot.gips()can gettype = "MLE", which is an alias fortype = "heatmap"; -
find_MAP(optimizer = "BF")is 3 times faster; -
find_MAP(optimizer = "BF")is default forperm_size <= 9.
Bugfixes:
- Sometimes,
post_probabilitiesunderflows to 0. This is appropriately validated now; -
NaNs should not occur infind_MAP()forD_matrix <- diag(ncol(S)) * dwhen1000 < d < 1e300; - When
NaNs do occur infind_MAP(), they will throw an error (used to show a warning); -
Infbetter handled inprint.gips(); -
print.*()functions will print\nin the end; - Slightly different punctuation in
print.gips(); - Tremendous vignettes and documentation improvements;
- Proper testing of examples;
-
deltaparameter ofgips()has to be bigger than1. We used to restrict it to bigger than2; -
project_matrix()shows a warning when the non-positive-semi-definite matrix is passed as anSargument; -
project_matrix()preservescolnames()andrownames()of a matrix; -
D_matrixis checked for containing anyNaNorInfvalues; - Absurdly long structure constants vectors may overflow an
integer. Now we usedouble; -
compare_log_posteriories_of_perms()andcompare_posteriories_of_perms()show an error when given two incomparablegipsobjects (with different parameters).