Contents:
Python package
R package
Main parameters
All tree-boosting related parameters
Python and R Examples
C API
Computational efficiency
GPBoost
Index
Index
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A
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B
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C
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D
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E
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F
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G
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L
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M
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N
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O
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P
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R
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S
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T
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U
_
__init__() (gpboost.Booster method)
(gpboost.CVBooster method)
(gpboost.Dataset method)
(gpboost.GPBoostClassifier method)
(gpboost.GPBoostModel method)
(gpboost.GPBoostRanker method)
(gpboost.GPBoostRegressor method)
(gpboost.GPModel method)
A
add_features_from() (gpboost.Dataset method)
add_valid() (gpboost.Booster method)
attr() (gpboost.Booster method)
B
best_iteration (gpboost.CVBooster attribute)
best_iteration_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
best_score_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
Booster (class in gpboost)
booster_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
BoosterHandle (C type)
boosters (gpboost.CVBooster attribute)
C
C_API_DTYPE_FLOAT32 (C macro)
C_API_DTYPE_FLOAT64 (C macro)
C_API_DTYPE_INT32 (C macro)
C_API_DTYPE_INT64 (C macro)
C_API_FEATURE_IMPORTANCE_GAIN (C macro)
C_API_FEATURE_IMPORTANCE_SPLIT (C macro)
C_API_MATRIX_TYPE_CSC (C macro)
C_API_MATRIX_TYPE_CSR (C macro)
C_API_PREDICT_CONTRIB (C macro)
C_API_PREDICT_LEAF_INDEX (C macro)
C_API_PREDICT_NORMAL (C macro)
C_API_PREDICT_RAW_SCORE (C macro)
classes_ (gpboost.GPBoostClassifier property)
construct() (gpboost.Dataset method)
create_tree_digraph() (in module gpboost)
create_valid() (gpboost.Dataset method)
current_iteration() (gpboost.Booster method)
cv() (in module gpboost)
CVBooster (class in gpboost)
D
Dataset (class in gpboost)
DatasetHandle (C type)
dump_model() (gpboost.Booster method)
E
early_stopping() (in module gpboost)
eval() (gpboost.Booster method)
eval_train() (gpboost.Booster method)
eval_valid() (gpboost.Booster method)
evals_result_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
F
FastConfigHandle (C type)
feature_importance() (gpboost.Booster method)
feature_importances_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
feature_name() (gpboost.Booster method)
feature_name_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
fit() (gpboost.GPBoostClassifier method)
(gpboost.GPBoostModel method)
(gpboost.GPBoostRanker method)
(gpboost.GPBoostRegressor method)
(gpboost.GPModel method)
free_dataset() (gpboost.Booster method)
free_network() (gpboost.Booster method)
G
get_aux_pars() (gpboost.GPModel method)
get_coef() (gpboost.GPModel method)
get_cov_pars() (gpboost.GPModel method)
get_current_neg_log_likelihood() (gpboost.GPModel method)
get_data() (gpboost.Dataset method)
get_feature_name() (gpboost.Dataset method)
get_field() (gpboost.Dataset method)
get_group() (gpboost.Dataset method)
get_init_score() (gpboost.Dataset method)
get_label() (gpboost.Dataset method)
get_leaf_output() (gpboost.Booster method)
get_nested_categories() (in module gpboost)
get_params() (gpboost.Dataset method)
(gpboost.GPBoostClassifier method)
(gpboost.GPBoostModel method)
(gpboost.GPBoostRanker method)
(gpboost.GPBoostRegressor method)
get_ref_chain() (gpboost.Dataset method)
get_split_value_histogram() (gpboost.Booster method)
get_weight() (gpboost.Dataset method)
GPB_CanCalculateStandardErrorsCovPars (C function)
GPB_CreateREModel (C function)
GPB_EvalNegLogLikelihood (C function)
GPB_GetAuxPars (C function)
GPB_GetCGPreconditionerType (C function)
GPB_GetCoef (C function)
GPB_GetCovariateData (C function)
GPB_GetCovPar (C function)
GPB_GetCurrentNegLogLikelihood (C function)
GPB_GetInitAuxPars (C function)
GPB_GetInitCovPar (C function)
GPB_GetLikelihoodName (C function)
GPB_GetNumAuxPars (C function)
GPB_GetNumCGSteps (C function)
GPB_GetNumCGStepsTridiag (C function)
GPB_GetNumIt (C function)
GPB_GetNumModeFindingSteps (C function)
GPB_GetOffsetData (C function)
GPB_GetOptimizerCoef (C function)
GPB_GetOptimizerCovPars (C function)
GPB_GetResponseData (C function)
GPB_OptimCovPar (C function)
GPB_OptimLinRegrCoefCovPar (C function)
GPB_PredictREModel (C function)
GPB_PredictREModelTrainingDataRandomEffects (C function)
GPB_REModelFree (C function)
GPB_SetLikelihood (C function)
GPB_SetOffsetData (C function)
GPB_SetOptimConfig (C function)
GPB_SetPredictionData (C function)
GPBoostClassifier (class in gpboost)
GPBoostModel (class in gpboost)
GPBoostRanker (class in gpboost)
GPBoostRegressor (class in gpboost)
GPModel (class in gpboost)
grid_search_tune_parameters() (in module gpboost)
L
LastErrorMsg (C function)
LGBM_BoosterAddValidData (C function)
LGBM_BoosterCalcNumPredict (C function)
LGBM_BoosterCreate (C function)
LGBM_BoosterCreateFromModelfile (C function)
LGBM_BoosterDumpModel (C function)
LGBM_BoosterFeatureImportance (C function)
LGBM_BoosterFree (C function)
LGBM_BoosterFreePredictSparse (C function)
LGBM_BoosterGetCurrentIteration (C function)
LGBM_BoosterGetEval (C function)
LGBM_BoosterGetEvalCounts (C function)
LGBM_BoosterGetEvalNames (C function)
LGBM_BoosterGetFeatureNames (C function)
LGBM_BoosterGetLeafValue (C function)
LGBM_BoosterGetLinear (C function)
LGBM_BoosterGetLowerBoundValue (C function)
LGBM_BoosterGetNumClasses (C function)
LGBM_BoosterGetNumFeature (C function)
LGBM_BoosterGetNumPredict (C function)
LGBM_BoosterGetPredict (C function)
LGBM_BoosterGetUpperBoundValue (C function)
LGBM_BoosterLoadModelFromString (C function)
LGBM_BoosterMerge (C function)
LGBM_BoosterNumberOfTotalModel (C function)
LGBM_BoosterNumModelPerIteration (C function)
LGBM_BoosterPredictForCSC (C function)
LGBM_BoosterPredictForCSR (C function)
LGBM_BoosterPredictForCSRSingleRow (C function)
LGBM_BoosterPredictForCSRSingleRowFast (C function)
LGBM_BoosterPredictForCSRSingleRowFastInit (C function)
LGBM_BoosterPredictForFile (C function)
LGBM_BoosterPredictForMat (C function)
LGBM_BoosterPredictForMats (C function)
LGBM_BoosterPredictForMatSingleRow (C function)
LGBM_BoosterPredictForMatSingleRowFast (C function)
LGBM_BoosterPredictForMatSingleRowFastInit (C function)
LGBM_BoosterPredictSparseOutput (C function)
LGBM_BoosterRefit (C function)
LGBM_BoosterResetParameter (C function)
LGBM_BoosterResetTrainingData (C function)
LGBM_BoosterRollbackOneIter (C function)
LGBM_BoosterSaveModel (C function)
LGBM_BoosterSaveModelToString (C function)
LGBM_BoosterSetLeafValue (C function)
LGBM_BoosterShuffleModels (C function)
LGBM_BoosterUpdateOneIter (C function)
LGBM_BoosterUpdateOneIterCustom (C function)
LGBM_DatasetAddFeaturesFrom (C function)
LGBM_DatasetCreateByReference (C function)
LGBM_DatasetCreateFromCSC (C function)
LGBM_DatasetCreateFromCSR (C function)
LGBM_DatasetCreateFromCSRFunc (C function)
LGBM_DatasetCreateFromFile (C function)
LGBM_DatasetCreateFromMat (C function)
LGBM_DatasetCreateFromMats (C function)
LGBM_DatasetCreateFromSampledColumn (C function)
LGBM_DatasetDumpText (C function)
LGBM_DatasetFree (C function)
LGBM_DatasetGetFeatureNames (C function)
LGBM_DatasetGetField (C function)
LGBM_DatasetGetNumData (C function)
LGBM_DatasetGetNumFeature (C function)
LGBM_DatasetGetSubset (C function)
LGBM_DatasetPushRows (C function)
LGBM_DatasetPushRowsByCSR (C function)
LGBM_DatasetSaveBinary (C function)
LGBM_DatasetSetFeatureNames (C function)
LGBM_DatasetSetField (C function)
LGBM_DatasetUpdateParamChecking (C function)
LGBM_FastConfigFree (C function)
LGBM_GetLastError (C function)
LGBM_GPBoosterCreate (C function)
LGBM_NetworkFree (C function)
LGBM_NetworkInit (C function)
LGBM_NetworkInitWithFunctions (C function)
LGBM_RegisterLogCallback (C function)
LGBM_SetLastError (C function)
lower_bound() (gpboost.Booster method)
M
model_from_string() (gpboost.Booster method)
model_to_dict() (gpboost.GPModel method)
model_to_string() (gpboost.Booster method)
N
n_classes_ (gpboost.GPBoostClassifier property)
n_features_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
n_features_in_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
neg_log_likelihood() (gpboost.GPModel method)
num_data() (gpboost.Dataset method)
num_feature() (gpboost.Booster method)
(gpboost.Dataset method)
num_model_per_iteration() (gpboost.Booster method)
num_trees() (gpboost.Booster method)
O
objective_ (gpboost.GPBoostClassifier property)
(gpboost.GPBoostModel property)
(gpboost.GPBoostRanker property)
(gpboost.GPBoostRegressor property)
P
plot_importance() (in module gpboost)
plot_metric() (in module gpboost)
plot_split_value_histogram() (in module gpboost)
plot_tree() (in module gpboost)
predict() (gpboost.Booster method)
(gpboost.GPBoostClassifier method)
(gpboost.GPBoostModel method)
(gpboost.GPBoostRanker method)
(gpboost.GPBoostRegressor method)
(gpboost.GPModel method)
predict_proba() (gpboost.GPBoostClassifier method)
predict_training_data_random_effects() (gpboost.GPModel method)
print_evaluation() (in module gpboost)
R
record_evaluation() (in module gpboost)
refit() (gpboost.Booster method)
register_logger() (in module gpboost)
REModelHandle (C type)
reset_parameter() (gpboost.Booster method)
(in module gpboost)
rollback_one_iter() (gpboost.Booster method)
S
save_binary() (gpboost.Dataset method)
save_model() (gpboost.Booster method)
(gpboost.GPModel method)
set_attr() (gpboost.Booster method)
set_categorical_feature() (gpboost.Dataset method)
set_feature_name() (gpboost.Dataset method)
set_field() (gpboost.Dataset method)
set_group() (gpboost.Dataset method)
set_init_score() (gpboost.Dataset method)
set_label() (gpboost.Dataset method)
set_network() (gpboost.Booster method)
set_optim_params() (gpboost.GPModel method)
set_params() (gpboost.GPBoostClassifier method)
(gpboost.GPBoostModel method)
(gpboost.GPBoostRanker method)
(gpboost.GPBoostRegressor method)
set_prediction_data() (gpboost.GPModel method)
set_reference() (gpboost.Dataset method)
set_train_data_name() (gpboost.Booster method)
set_weight() (gpboost.Dataset method)
shuffle_models() (gpboost.Booster method)
subset() (gpboost.Dataset method)
summary() (gpboost.GPModel method)
T
THREAD_LOCAL (C macro)
train() (in module gpboost)
trees_to_dataframe() (gpboost.Booster method)
tune_pars_TPE_algorithm_optuna() (in module gpboost)
U
update() (gpboost.Booster method)
upper_bound() (gpboost.Booster method)