Index

A

accuracy() (irtorch.Evaluator method) add_scale_transformation() (irtorch.models.BaseIRTModel method)

AE (class in irtorch.estimation_algorithms.ae) approximate_latent_density() (irtorch.Evaluator method)

B

BaseIRTAlgorithm (class in irtorch.estimation_algorithms) BaseIRTModel (class in irtorch.models)

big_five() (in module irtorch.load_dataset) Bit (class in irtorch.rescale) bit_score_starting_theta_mc() (irtorch.rescale.Bit method)

C

cross_validation() (in module irtorch.utils)

D

detach_scale_transformations() (irtorch.models.BaseIRTModel method)

E

evaluate (irtorch.models.BaseIRTModel property) Evaluator (class in irtorch)

expected_item_score_gradients() (irtorch.models.BaseIRTModel method) expected_scores() (irtorch.models.BaseIRTModel method) expected_sum_score() (irtorch.Plotter method)

F

fit() (irtorch.estimation_algorithms.ae.AE method) (irtorch.estimation_algorithms.BaseIRTAlgorithm method) (irtorch.estimation_algorithms.jml.JML method) (irtorch.estimation_algorithms.mml.MML method) (irtorch.estimation_algorithms.vae.VAE method) (irtorch.models.BaseIRTModel method) (irtorch.rescale.Flow method) (irtorch.rescale.LinkCommonItems method) fit_multiple_models_cpu() (in module irtorch.utils) Flow (class in irtorch.rescale) forward() (irtorch.models.BaseIRTModel method) (irtorch.models.GeneralizedPartialCredit method) (irtorch.models.GradedResponse method) (irtorch.models.ModelMix method) (irtorch.models.MonotoneBSpline method) (irtorch.models.MonotoneNN method) (irtorch.models.MonotonePolynomial method) (irtorch.models.NestedLogit method) (irtorch.models.NominalResponse method) (irtorch.models.OneParameterLogistic method) (irtorch.models.SurprisalSpline method) (irtorch.models.ThreeParameterLogistic method) (irtorch.models.TwoParameterLogistic method) (irtorch.torch_modules.MonotonePolynomialModule method) (irtorch.torch_modules.NeuralSplineFlow method) (irtorch.torch_modules.RationalQuadraticSpline method)

G

gauss_hermite() (in module irtorch.utils) GeneralizedPartialCredit (class in irtorch.models) get_item_categories() (in module irtorch.utils)

get_polynomial_coefficients() (irtorch.torch_modules.MonotonePolynomialModule method) GradedResponse (class in irtorch.models) group_fit_log_likelihood() (irtorch.Evaluator method) group_fit_residuals() (irtorch.Evaluator method)

I

impute_missing() (in module irtorch.utils) imv() (in module irtorch.utils) infit_outfit() (irtorch.Evaluator method) information() (irtorch.models.BaseIRTModel method) (irtorch.Plotter method) inverse() (irtorch.rescale.Bit method) (irtorch.rescale.Flow method) (irtorch.rescale.LinkCommonItems method) (irtorch.rescale.RankCDF method) (irtorch.rescale.Reverse method) (irtorch.rescale.Rotate method) (irtorch.rescale.Scale method) (irtorch.torch_modules.NeuralSplineFlow method) inverse_transform_theta() (irtorch.models.BaseIRTModel method) irtorch.config module irtorch.load_dataset module irtorch.utils module item_entropy() (irtorch.Plotter method)

item_latent_variable_relationships() (irtorch.Plotter method) item_parameters() (irtorch.models.GeneralizedPartialCredit method) (irtorch.models.GradedResponse method) (irtorch.models.NominalResponse method) (irtorch.models.OneParameterLogistic method) (irtorch.models.ThreeParameterLogistic method) (irtorch.models.TwoParameterLogistic method) item_probabilities() (irtorch.models.BaseIRTModel method) (irtorch.models.ModelMix method) (irtorch.Plotter method) item_theta_relationship_directions() (irtorch.models.BaseIRTModel method) (irtorch.models.GeneralizedPartialCredit method) (irtorch.models.GradedResponse method) (irtorch.models.MonotoneBSpline method) (irtorch.models.MonotoneNN method) (irtorch.models.MonotonePolynomial method) (irtorch.models.NestedLogit method) (irtorch.models.NominalResponse method) (irtorch.models.OneParameterLogistic method) (irtorch.models.ThreeParameterLogistic method) (irtorch.models.TwoParameterLogistic method)

J

jacobian() (irtorch.rescale.Bit method) (irtorch.rescale.Flow method) (irtorch.rescale.LinkCommonItems method) (irtorch.rescale.RankCDF method) (irtorch.rescale.Reverse method) (irtorch.rescale.Rotate method) (irtorch.rescale.Scale method)

JML (class in irtorch.estimation_algorithms.jml)

L

latent_credible_interval() (irtorch.estimation_algorithms.vae.VAE method) latent_group_probabilities() (irtorch.Evaluator method) latent_mean_se() (irtorch.estimation_algorithms.vae.VAE method) latent_score_distribution() (irtorch.Plotter method) latent_scores() (irtorch.models.BaseIRTModel method) LinkCommonItems (class in irtorch.rescale) load_model() (irtorch.models.BaseIRTModel method) log_likelihood() (irtorch.Evaluator method) (irtorch.models.BaseIRTModel method) (irtorch.models.GradedResponse method) (irtorch.models.ModelMix method) (irtorch.models.NestedLogit method) (irtorch.models.SurprisalSpline method) (irtorch.models.ThreeParameterLogistic method) (irtorch.Plotter method)

log_prob() (irtorch.torch_modules.NeuralSplineFlow method)

M

marginal_reliability() (irtorch.Evaluator method) MML (class in irtorch.estimation_algorithms.mml) ModelMix (class in irtorch.models) module irtorch.config irtorch.load_dataset irtorch.utils

MonotoneBSpline (class in irtorch.models) MonotoneNN (class in irtorch.models) MonotonePolynomial (class in irtorch.models) MonotonePolynomialModule (class in irtorch.torch_modules) mutual_information_difference() (irtorch.Evaluator method)

N

NestedLogit (class in irtorch.models)

NeuralSplineFlow (class in irtorch.torch_modules) NominalResponse (class in irtorch.models)

O

OneParameterLogistic (class in irtorch.models)

P

plot (irtorch.models.BaseIRTModel property) Plotter (class in irtorch) population_difficulty() (irtorch.models.BaseIRTModel method) population_discrimination() (irtorch.models.BaseIRTModel method) precompute_basis() (irtorch.models.MonotoneBSpline method) (irtorch.models.SurprisalSpline method) predictions() (irtorch.Evaluator method) probabilities_from_output() (irtorch.models.BaseIRTModel method) (irtorch.models.GradedResponse method) (irtorch.models.ModelMix method) (irtorch.models.MonotoneBSpline method) (irtorch.models.MonotoneNN method) (irtorch.models.MonotonePolynomial method) (irtorch.models.NestedLogit method) (irtorch.models.SurprisalSpline method) (irtorch.models.ThreeParameterLogistic method)

probability_gradients() (irtorch.models.BaseIRTModel method)

Q

q3() (irtorch.Evaluator method)

R

RankCDF (class in irtorch.rescale) RationalQuadraticSpline (class in irtorch.torch_modules)

residuals() (irtorch.Evaluator method) Reverse (class in irtorch.rescale) Rotate (class in irtorch.rescale)

S

sample_latent_variables() (irtorch.estimation_algorithms.vae.VAE method) sample_test_data() (irtorch.models.BaseIRTModel method) save_model() (irtorch.models.BaseIRTModel method) Scale (class in irtorch.rescale) scale_transformations() (irtorch.Plotter method) set_seed() (in module irtorch.utils) set_start_theta() (irtorch.rescale.Bit method) set_verbosity() (in module irtorch.config)

split_data() (in module irtorch.utils) sum_score_probabilities() (irtorch.Evaluator method) SurprisalSpline (class in irtorch.models) swedish_national_mathematics_1() (in module irtorch.load_dataset) swedish_national_mathematics_2() (in module irtorch.load_dataset) swedish_sat() (in module irtorch.load_dataset) swedish_sat_binary() (in module irtorch.load_dataset) swedish_sat_quantitative() (in module irtorch.load_dataset) swedish_sat_verbal() (in module irtorch.load_dataset)

T

theta_scores() (irtorch.estimation_algorithms.ae.AE method) (irtorch.estimation_algorithms.vae.VAE method) theta_transform_jacobian() (irtorch.models.BaseIRTModel method) ThreeParameterLogistic (class in irtorch.models) training_history() (irtorch.Plotter method) transform() (irtorch.rescale.Bit method) (irtorch.rescale.Flow method) (irtorch.rescale.LinkCommonItems method) (irtorch.rescale.RankCDF method) (irtorch.rescale.Reverse method) (irtorch.rescale.Rotate method) (irtorch.rescale.Scale method)

transform_theta() (irtorch.models.BaseIRTModel method) transform_to_1D() (irtorch.rescale.Bit method) TwoParameterLogistic (class in irtorch.models)

V

VAE (class in irtorch.estimation_algorithms.vae)