ICAOD: Imperialist Competitive Algorithm for Optimal Designs

Finding locally D-optimal, minimax D-optimal, standardized maximin D-optimal, optim-on-the-average and multiple objective optimal designs for nonlinear models. Different Fisher information matrices can also be set by user. There are also useful functions for verifying the optimality of the designs with respect to different criteria by equivalence theorem. ICA is a meta-heuristic evolutionary algorithm inspired from the socio-political process of humans. See Masoudi et al. (2016) <doi:10.1016/j.csda.2016.06.014>.

AuthorEhsan Masoudi [aut, cre], Heinz Holling [aut], Weng Kee Wong [aut]
Date of publication2017-01-09 09:49:29
MaintainerEhsan Masoudi <ehsan.masoudi@wwu.de>
LicenseGPL (>= 2)
Version0.9.2
https://github.com/ehsan66/ICAOD

View on CRAN

Man pages

ave: Imperialist Competitive Algorithm to find optimum...

equivalence: Checking optimality of a design with respect to locally...

equivalence_ave: Checking the optimality of a design with respect to the...

equivalence_multiple: Checking the optimality of a given design with respect to the...

FIM_comp_inhibition: Fisher information matrix for the competitive inhibition...

FIM_emax_3par: Fisher information matrix for the three-parameter emax model.

FIM_exp_2par: Fisher information matrix for the two-parameter exponential...

FIM_exp_3par: Fisher information matrix for the three-parameter exponential...

FIM_logisitic_1par: Fisher information matrix for the one-parameter logistic...

FIM_logistic: Fisher information matrix for the two-parameter logistic...

FIM_logistic_4par: Fisher information matrix for the four parameter logistic...

FIM_loglin: Fisher information matrix for the log-linear model.

FIM_michaelis: Fisher information matrix for the Michaelis-Menten model.

FIM_mixed_inhibition: Fisher information matrix for the mixed inhibition...

FIM_noncomp_inhibition: Fisher information matrix for the noncompetitive inhibition...

FIM_power_logistic: Fisher information matrix for the power logistic model.

FIM_uncomp_inhibition: Fisher information matrix for the uncompetitive inhibition...

ICAOD: ICAOD: finds optimal designs for nonlinear models

iterate: update the object by running the ICA algorithm for more...

iterate.ICA: Update an object of class 'ICA'

mica: Imperialist Competitive Algorithm to find locally, minimax...

multica_4pl: Imperialist Competitive Algorithm to find multiple-objective...

plot.ICA: Plot method for an object of class "ICA".

print.equivalence: print equivalence object

print.ICA: Print method for an object of class "ICA"

Files in this package

ICAOD
ICAOD/src
ICAOD/src/FIM_logistic_1par.cpp
ICAOD/src/FIM_mixed_inhibition.cpp
ICAOD/src/FIM_michaelis.cpp
ICAOD/src/FIM_emax_3par.cpp
ICAOD/src/FIM_logistic_4par.cpp
ICAOD/src/FIM_exp_2par.cpp
ICAOD/src/FIM_comp_inhibition.cpp
ICAOD/src/det2.cpp
ICAOD/src/FIM_power_logistic.cpp
ICAOD/src/FIM_uncomp_inhibition.cpp
ICAOD/src/RcppExports.cpp
ICAOD/src/FIM_logistic.cpp
ICAOD/src/FIM_noncomp_inhibition.cpp
ICAOD/src/FIM_exp_3par.cpp
ICAOD/src/FIM_loglin.cpp
ICAOD/NAMESPACE
ICAOD/R
ICAOD/R/ICA_CheckBoxConstraints.R ICAOD/R/check_inner.R ICAOD/R/ICA_plot.R ICAOD/R/ICA_UniteSimilarEmpires.R ICAOD/R/common_gosolnp2.R ICAOD/R/ICA_LocalSearch.R ICAOD/R/common_find_nearest.R ICAOD/R/common_create_multiple.R ICAOD/R/ICA_PossesEmpire.R ICAOD/R/common_equivalence_ave.R ICAOD/R/common_find_measure.R ICAOD/R/common_PlotDLB.R ICAOD/R/ICA_print.R ICAOD/R/common_paste_mat.R ICAOD/R/ICA_CreateInitialEmpires.R ICAOD/R/ICA_mica.R ICAOD/R/common_equivalence_multiple.R ICAOD/R/ICA_RevolveColonies.R ICAOD/R/common_iterate_methods.R ICAOD/R/common_mulit_dimensional_design.R ICAOD/R/ICA_SumToOne.R ICAOD/R/ICA_ave.R ICAOD/R/common_Psi_x.R ICAOD/R/ICA_GenerateNewCountry.R ICAOD/R/ICAOD.R ICAOD/R/common_ginv.R ICAOD/R/ICA_extract_x_w.R ICAOD/R/common_PlotPsi_x.R ICAOD/R/ICA_ImperialisticCompetition.R ICAOD/R/common_optim2.R ICAOD/R/ICA_AssimilateColonies.R ICAOD/R/ICA_multica_4pl.R ICAOD/R/common_Psi_Mu.R ICAOD/R/ICA_check_maxeval.R ICAOD/R/RcppExports.R ICAOD/R/ICA_Calculate_Cost.R ICAOD/R/common_Psi_xy.R ICAOD/R/common_equivalence.R ICAOD/R/common_PlotEffCost.R ICAOD/R/common_find_on_points.R ICAOD/R/common_check_lp_fimchar.R ICAOD/R/common_print_equivalnce.R ICAOD/R/ICA_iterate.R ICAOD/R/common_make_vertices.R ICAOD/R/common_create_locally.R
ICAOD/README.md
ICAOD/MD5
ICAOD/DESCRIPTION
ICAOD/man
ICAOD/man/equivalence_ave.Rd ICAOD/man/FIM_power_logistic.Rd ICAOD/man/ave.Rd ICAOD/man/mica.Rd ICAOD/man/FIM_exp_3par.Rd ICAOD/man/FIM_uncomp_inhibition.Rd ICAOD/man/equivalence_multiple.Rd ICAOD/man/FIM_logistic.Rd ICAOD/man/plot.ICA.Rd ICAOD/man/print.ICA.Rd ICAOD/man/FIM_logisitic_1par.Rd ICAOD/man/FIM_loglin.Rd ICAOD/man/print.equivalence.Rd ICAOD/man/equivalence.Rd ICAOD/man/FIM_comp_inhibition.Rd ICAOD/man/FIM_michaelis.Rd ICAOD/man/FIM_exp_2par.Rd ICAOD/man/FIM_emax_3par.Rd ICAOD/man/iterate.Rd ICAOD/man/FIM_noncomp_inhibition.Rd ICAOD/man/FIM_mixed_inhibition.Rd ICAOD/man/multica_4pl.Rd ICAOD/man/ICAOD.Rd ICAOD/man/iterate.ICA.Rd ICAOD/man/FIM_logistic_4par.Rd

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