ICAOD: Imperialist Competitive Algorithm for Optimal Designs

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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>.

Author
Ehsan Masoudi [aut, cre], Heinz Holling [aut], Weng Kee Wong [aut]
Date of publication
2016-08-10 02:48:33
Maintainer
Ehsan Masoudi <ehsan.masoudi@wwu.de>
License
GPL (>= 2)
Version
0.9.1
URLs

View on CRAN

Man pages

equivalence
Checking minimax, standardized maximin and locally...
equivalence_multiple
Checking the optimality of a given design with respect to the...
equivalence_on_average
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...
iterate
update the object of class 'ICA'.
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...
on_average_ica
Imperialist Competitive Algorithm to find optimum...
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/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_equivalence_on_average.R
ICAOD/R/common_create_multiple.R
ICAOD/R/ICA_PossesEmpire.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_on_average_ica.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/common_Psi_x.R
ICAOD/R/ICA_GenerateNewCountry.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/FIM_power_logistic.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/on_average_ica.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/equivalence_on_average.Rd
ICAOD/man/iterate.ICA.Rd
ICAOD/man/FIM_logistic_4par.Rd