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AIUQ
View on CRAN: Click
here
Download and install AIUQ package within the R console
Install from CRAN:
install.packages("AIUQ")
Install from Github:
library("remotes")
install_github("cran/AIUQ")
Install by package version:
library("remotes")
install_version("AIUQ", "0.5.3")
Attach the package and use:
library("AIUQ")
Maintained by
Mengyang Gu
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.AIUQ . AIUQ results . AIUQ.pdf . AIUQ tutorial . AIUQ_0.5.3.tar.gz . AIUQ_0.5.3.zip . AIUQ_0.5.3.zip . AIUQ_0.5.3.zip . AIUQ_0.5.3.tgz . AIUQ_0.5.3.tgz . AIUQ_0.5.3.tgz . AIUQ_0.5.3.tgz . AIUQ_0.5.3.tgz . AIUQ_0.5.3.tgz . AIUQ archive . https://CRAN.R-project.org/package=AIUQ .
First Published: 2023-11-14
Latest Update: 2024-02-12
Description:
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), .
How to cite:
Mengyang Gu (2023). AIUQ: Ab Initio Uncertainty Quantification. R package version 0.5.3, https://cran.r-project.org/web/packages/AIUQ. Accessed 21 Feb. 2025.
Previous versions and publish date:
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imports, suggests or enhances
Complete documentation for AIUQ
Functions, R codes and Examples using
the AIUQ R package
Some associated functions: AIUQ-package . FFT2D . SAM-class . SAM . bm_particle_intensity . cart2polar . corr_fBM . fbm_ou_particle_intensity . fbm_particle_intensity . fftshift . fill_intensity . get_Dqt . get_MSD . get_MSD_with_grad . get_est_param . get_est_parameters_MSD_SAM_interval . get_grad_trans . get_initial_param . get_true_param_sim . intensity_format_transform . l2_estAB . l2_fixedAB . log_lik . log_lik_grad . numerical_msd . ou_particle_intensity . param_uncertainty . plot_MSD . plot_intensity . plot_traj . show.sam . show.simulation . simulation-class . simulation . theta_est_l2_dqt_estAB . theta_est_l2_dqt_fixedAB .
Some associated R codes: AIUQ-package.R . SAM.R . functions.R . simulation.R . structure.R . Full AIUQ package functions and examples
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