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dials  

Tools for Creating Tuning Parameter Values
View on CRAN: Click here


Download and install dials package within the R console
Install from CRAN:
install.packages("dials")

Install from Github:
library("remotes")
install_github("cran/dials")

Install by package version:
library("remotes")
install_version("dials", "1.3.0")



Attach the package and use:
library("dials")
Maintained by
Hannah Frick
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-08-13
Latest Update: 2024-02-22
Description:
Many models contain tuning parameters (i.e. parameters that cannot be directly estimated from the data). These tools can be used to define objects for creating, simulating, or validating values for such parameters.
How to cite:
Hannah Frick (2018). dials: Tools for Creating Tuning Parameter Values. R package version 1.3.0, https://cran.r-project.org/web/packages/dials. Accessed 21 Nov. 2024.
Previous versions and publish date:
0.0.1 (2018-08-13 16:00), 0.0.2 (2018-12-09 15:50), 0.0.3 (2019-10-01 07:00), 0.0.4 (2019-12-02 07:50), 0.0.5 (2020-04-01 15:50), 0.0.6 (2020-04-03 17:40), 0.0.7 (2020-06-10 19:00), 0.0.8 (2020-07-08 19:20), 0.0.9 (2020-09-16 07:40), 0.0.10 (2021-09-10 13:50), 0.1.0 (2022-01-31 20:00), 0.1.1 (2022-04-06 16:52), 1.0.0 (2022-06-14 13:30), 1.1.0 (2022-11-04 19:40), 1.2.0 (2023-04-03 17:30), 1.2.1 (2024-02-22 13:20)
Other packages that cited dials R package
View dials citation profile
Other R packages that dials depends, imports, suggests or enhances
Complete documentation for dials
Functions, R codes and Examples using the dials R package
Some associated functions: Laplace . activation . adjust_deg_free . all_neighbors . bart-param . c5_parameters . class_weights . conditional_min_criterion . cost . cubist_parameters . deg_free . degree . dials-package . dist_power . dropout . earth_parameters . encode_unit . finalize . freq_cut . grid_max_entropy . grid_regular . harmonic_frequency . learn_rate . lightgbm_parameters . max_times . max_tokens . min_dist . min_unique . mixture . momentum . mtry . mtry_prop . neighbors . new-param . num_breaks . num_clusters . num_comp . num_knots . num_runs . num_tokens . over_ratio . parameters . parameters_constr . penalty . predictor_prop . prior_slab_dispersion . prune_method . pull_dials_object . randomForest_parameters . range_validate . ranger_parameters . rbf_sigma . reexports . regularization_method . scheduler-param . select_features . shrinkage_correlation . smoothness . stop_iter . summary_stat . surv_dist . survival_link . texthash . threshold . token . trees . trim_amount . type_sum.param . unknown . update.parameters . validation_set_prop . value_validate . vocabulary_size . weight . weight_func . weight_scheme . window_size . xgboost_parameters . 
Some associated R codes: aaa_ranges.R . aaa_unknown.R . aaa_values.R . compat-dplyr-old-parameters.R . compat-dplyr-parameters.R . compat-vctrs-helpers-parameters.R . compat-vctrs-parameters.R . constructors.R . dials-package.R . encode_unit.R . extract.R . finalize.R . grids.R . import-standalone-obj-type.R . import-standalone-types-check.R . misc.R . param_Laplace.R . param_activation.R . param_adjust_reg_free.R . param_all_neighbors.R . param_bart.R . param_class_weights.R . param_deg_free.R . param_degree.R . param_dist_power.R . param_engine_c50.R . param_engine_cubist.R . param_engine_earth.R . param_engine_lightgbm.R . param_engine_partykit.R . param_engine_randomForest.R . param_engine_ranger.R . param_engine_sda.R . param_engine_xgboost.R . param_harmonic_frequency.R . param_kernel.R . param_learn_rate.R . param_max_times.R . param_max_tokens.R . param_min_dist.R . param_min_unique.R . param_mixture.R . param_momentum.R . param_mtry.R . param_mtry_prop.R . param_neighbors.R . param_network.R . param_num_breaks.R . param_num_clusters.R . param_num_comp.R . param_num_hash.R . param_num_knots.R . param_num_runs.R . param_num_tokens.R . param_nzv.R . param_over_ratio.R . param_penalty.R . param_predictor_prop.R . param_prune_method.R . param_regularization_method.R . param_schedulers.R . param_select_features.R . param_smoothness.R . param_sparse_bayes_pca.R . param_stop_iter.R . param_summary_stat.R . param_surv_dist.R . param_survival_link.R . param_svm.R . param_threshold.R . param_token.R . param_trees.R . param_trim_amount.R . param_validation_set_prop.R . param_vocabulary_size.R . param_weight.R . param_weight_func.R . param_weight_scheme.R . param_window_size.R . parameters.R . pull_dials_object.R . reexports.R . space_filling.R . type_sum.R . validation.R . zzz.R .  Full dials package functions and examples
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