Index

A

AIC (trainstation.CrossValidationEstimator property) (trainstation.Optimizer property)

ARDR Automatic relevance determination regression

B

Bibliography BIC (trainstation.CrossValidationEstimator property) (trainstation.Optimizer property)

bootstrap (trainstation.EnsembleOptimizer property)

C

Class reference CrossValidationEstimator EnsembleOptimizer Optimizer

compressive sensing Credits cross validation CrossValidationEstimator (class in trainstation) CV

E

ensemble_size (trainstation.EnsembleOptimizer property)

EnsembleOptimizer (class in trainstation) error_matrix (trainstation.EnsembleOptimizer property)

F

fit_method (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

G

get_contributions() (trainstation.CrossValidationEstimator method) (trainstation.EnsembleOptimizer method) (trainstation.Optimizer method)

Glossary

I

Installation

L

LASSO Lasso

Least-squares ordinary least-squares; OLS

M

module trainstation

N

n_nonzero_parameters (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property) n_nonzero_parameters_splits (trainstation.CrossValidationEstimator property) n_parameters (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

n_splits (trainstation.CrossValidationEstimator property) n_target_values (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

O

Optimizer (class in trainstation)

P

parameters (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property) parameters_norm (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

parameters_splits (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) parameters_std (trainstation.EnsembleOptimizer property) predict() (trainstation.EnsembleOptimizer method)

R

R2_validation (trainstation.CrossValidationEstimator property) Recursive feature elimination regularization regularized least-squares RLS RFE Ridge regression Elastic net; Bayesian ridge regression RMSE rmse_test (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

rmse_test_splits (trainstation.EnsembleOptimizer property) rmse_train (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property) rmse_train_final (trainstation.CrossValidationEstimator property) rmse_train_splits (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) rmse_validation (trainstation.CrossValidationEstimator property) rmse_validation_splits (trainstation.CrossValidationEstimator property)

S

scatter_data_test (trainstation.Optimizer attribute) scatter_data_train (trainstation.CrossValidationEstimator attribute) (trainstation.Optimizer attribute) scatter_data_validation (trainstation.CrossValidationEstimator attribute) seed (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

split-Bregman standardize (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property) summary (trainstation.CrossValidationEstimator property) (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property)

T

test_fraction (trainstation.Optimizer property) test_set (trainstation.Optimizer property) test_size (trainstation.Optimizer property) train() (trainstation.CrossValidationEstimator method) (trainstation.EnsembleOptimizer method) (trainstation.Optimizer method)

train_fraction (trainstation.Optimizer property) train_set (trainstation.Optimizer property) train_size (trainstation.EnsembleOptimizer property) (trainstation.Optimizer property) trainstation module

V

validate() (trainstation.CrossValidationEstimator method)

validation_method (trainstation.CrossValidationEstimator property)

W

write_summary() (trainstation.CrossValidationEstimator method) (trainstation.EnsembleOptimizer method) (trainstation.Optimizer method)