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Ab Initio Uncertainty Quantification

0packages depend
3.4Kdownloads / year
–test coverage
13/13flavors OK

Overview

About

Uncertainty quantification and inverse estimation by probabilistic generative models from the beginning of the data analysis. An example is a Fourier basis method for inverse estimation in scattering analysis of microscopy videos. It does not require specifying a certain range of Fourier bases and it substantially reduces computational cost via the generalized Schur algorithm. See the reference: Mengyang Gu, Yue He, Xubo Liu and Yimin Luo (2023), doi:10.48550/arXiv.2309.02468, and Tong Lin, Jinseok Lee, Matt Helgeson, Megan T Valentine, Yimin Luo, Mengyang Gu (2026), doi:10.48550/arXiv.2605.29424.

Install

Health

CRAN checks
13OK
Slowest check: 12.7 min · r-release-macos-x86_64
Status changes
  • OK13 OK2026-08-05
  • NOTE12 OK, 1 NOTE2026-08-01
  • OK13 OK2026-06-11
  • ERROR12 OK, 1 ERROR2026-05-26
  • OK14 OK2026-03-13
Show 2 earlier changesHide 2 earlier changes
  • ERROR13 OK, 1 ERROR2026-03-12
  • OK14 OK2026-03-10
Advisories

none known

Documentation

In release 0.5.6
READMENoVignettesYes · 1 · dynamicNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION
Help pages
60 (37 internal)includes a package overview page
Examples that run
92%34 run in a plain check · 3 never run
Exported functions with examples
67%
Documented parameters
98%
Return-value docs
100%
Help pages citing references
62%
Vignettes (1)

Downloads

3.4K
CRAN downloads in the past year
Rank #10,053 · ~9/day · ~282/mo
Daily download trend is not available in this view yet.
37830 days
1K90 days
3.4K1 year
Compare downloads with other packages →
Also on141 r2u19 autocran

Dependencies

Declared dependencies
7 external dependencies (excludes base and recommended)

Installing AIUQ adds 16 packages (9 with compiled code, 10 MB of source tarballs). Heaviest: nloptr 2.1 MB, Rcpp 1.8 MB, plot3D 1.8 MB.

Depends (0)
none
LinkingTo (0)
none
Suggests (2)
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

People & History

People (4)
Author, Maintainer since 0.5.0 (2023)
Author
Author · added in 0.5.4
Author
Releases (7)

Pick two releases to compare their code metrics.

  • 0.5.6Latest
    record
    2026-10-20 · current release · diff ↗ ·
    added 3 exports
    calculate_ISF, plot_ISF, plot_moduli
  • 0.5.5
    record
    2026-06-10 · diff ↗
  • 0.5.4
    record
    2026-05-25 · diff ↗ ·
    added 1 export
    Get_Gp_Gpp_GSER
  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • 0.5.3
    record
    2024-07-02 · diff ↗
  • 0.5.2
    record
    2024-05-04 · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • 0.5.1
    record
    2024-02-12 · diff ↗ ·
    removed 1 export
    get_Dqt
    added 19 exports
    SAM_Dqt, aniso_SAM, aniso_simulation, anisotropic_bm_particle_intensity, anisotropic_fbm_ou_particle_intensity, anisotropic_fbm_particle_intensity, anisotropic_log_lik, anisotropic_log_lik_grad, anisotropic_numerical_msd, anisotropic_ou_particle_intensity, get_dqt, get_est_parameters_MSD_SAM_interval_anisotropic, get_isf, get_true_param_aniso_sim, modeled_dqt, modeled_isf, param_uncertainty_anisotropic, show.aniso_sam, show.aniso_simulation
  • 0.5.0
    record
    2023-11-14
  • R
    R 4.3.0 released · 2023-04-21

Package metadata

First published
2023-11-14
Total releases
7 / 3 yrs
License
GPL (>= 3) OSI
Download size
473 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("AIUQ")
Gu, M., He, Y., Lin, T., & Liu, X. (2026). AIUQ: Ab Initio Uncertainty Quantification (Version 0.5.6) [Computer software]. https://doi.org/10.32614/CRAN.package.AIUQ

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for AIUQ version 0.5.6 [Data set]. HJJB, LLC. Data release v2026-10-24. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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