Index

_

__call__() (gbnet.lgbmodule.LightGBObj method) (gbnet.xgbmodule.XGBObj method) _changepoint_initialize() (gbnet.models.forecasting.ForecastModule method) _check_training_data() (gbnet.xgbmodule.XGBModule method) _compute_probabilities() (gbnet.models.ordinal_regression.OrdinalLogisticLoss method) _gb_step_grad_hess() (gbnet.xgbmodule.XGBModule method) _gblinear_initialize() (gbnet.models.forecasting.ForecastModule method) _get_grad_hess_FX() (gbnet.base.BaseGBModule method) _get_uncertainty_params() (in module gbnet.models.forecasting) _input_checking_setting() (gbnet.base.BaseGBModule method) (gbnet.gblinear.GBLinear method) (gbnet.lgbmodule.LGBModule method) (gbnet.xgbmodule.XGBModule method)

_integrate_slice() (gbnet.models.survival.hazard_integrator.HazardIntegrator method) _mle_G() (in module gbnet.models.forecasting) _prepare_data() (gbnet.models.survival.hazard_integrator.HazardIntegrator method) _set_train_dat() (gbnet.lgbmodule.LGBModule method) _static_to_minimal_time_varying_dataset() (gbnet.models.survival.hazard_survival.HazardSurvivalModel method) _validate_and_convert_input_data() (gbnet.models.survival.hazard_survival.HazardSurvivalModel method) _warn_if_expanded_input_missing_times() (gbnet.models.survival.hazard_survival.HazardSurvivalModel method)

B

BaseGBModule (class in gbnet.base) batch_size (gbnet.lgbmodule.LGBModule attribute) (gbnet.xgbmodule.XGBModule attribute) BetaSurvivalModel (class in gbnet.models.survival.discrete_survival)

bias (gbnet.gblinear.GBLinear attribute) breakpoints (gbnet.models.ordinal_regression.OrdinalLogisticLoss attribute) bst (gbnet.lgbmodule.LGBModule attribute) (gbnet.xgbmodule.XGBModule attribute)

C

changepoint_params (gbnet.models.forecasting.Forecast attribute) covariate_cols (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) cp_gap (gbnet.models.forecasting.ForecastModule attribute)

cp_module (gbnet.models.forecasting.ForecastModule attribute) cp_train_count (gbnet.models.forecasting.ForecastModule attribute) cp_train_gap (gbnet.models.forecasting.ForecastModule attribute) create_data_matrix() (in module gbnet.models.survival.discrete_survival)

D

data_format_ (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute)

dtrain (gbnet.xgbmodule.XGBModule attribute)

E

estimate_uncertainty (gbnet.models.forecasting.Forecast attribute)

expand_overlapping_units_locf() (in module gbnet.models.survival.hazard_survival)

F

fit() (gbnet.models.forecasting.Forecast method), [1] (gbnet.models.ordinal_regression.GBOrd method), [1] (gbnet.models.survival.discrete_survival.BetaSurvivalModel method), [1] (gbnet.models.survival.discrete_survival.ThetaSurvivalModel method), [1] (gbnet.models.survival.hazard_survival.HazardSurvivalModel method), [1] Forecast (class in gbnet.models.forecasting) ForecastModule (class in gbnet.models.forecasting) forward() (gbnet.base.BaseGBModule method) (gbnet.gblinear.GBLinear method) (gbnet.lgbmodule.LGBModule method) (gbnet.models.forecasting.ForecastModule method), [1] (gbnet.models.ordinal_regression.OrdinalLogisticLoss method) (gbnet.models.survival.hazard_integrator.HazardIntegrator method) (gbnet.xgbmodule.XGBModule method)

forward_changepoints() (gbnet.models.forecasting.ForecastModule method) FX (gbnet.gblinear.GBLinear attribute) (gbnet.lgbmodule.LGBModule attribute) (gbnet.xgbmodule.XGBModule attribute)

G

g (gbnet.gblinear.GBLinear attribute) gb_calc() (gbnet.gblinear.GBLinear method) (gbnet.lgbmodule.LGBModule method) (gbnet.xgbmodule.XGBModule method) gb_module (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) gb_step() (gbnet.base.BaseGBModule method) (gbnet.gblinear.GBLinear method) (gbnet.lgbmodule.LGBModule method) (gbnet.models.forecasting.ForecastModule method), [1] (gbnet.models.survival.hazard_integrator.HazardIntegrator method) (gbnet.xgbmodule.XGBModule method) GBLinear (class in gbnet.gblinear) gbnet module gbnet.base module gbnet.gblinear module gbnet.lgbmodule module gbnet.models module

gbnet.models.forecasting module gbnet.models.ordinal_regression module gbnet.models.survival module gbnet.models.survival.discrete_survival module gbnet.models.survival.hazard_integrator module gbnet.models.survival.hazard_survival module gbnet.xgbmodule module GBOrd (class in gbnet.models.ordinal_regression) get_extra_state() (gbnet.lgbmodule.LGBModule method) (gbnet.xgbmodule.XGBModule method) get_pred_probs() (gbnet.models.ordinal_regression.OrdinalLogisticLoss method) grad (gbnet.base.BaseGBModule attribute) (gbnet.lgbmodule.LGBModule attribute) (gbnet.lgbmodule.LightGBObj attribute) (gbnet.xgbmodule.XGBObj attribute)

H

h (gbnet.gblinear.GBLinear attribute) HazardIntegrator (class in gbnet.models.survival.hazard_integrator) HazardSurvivalModel (class in gbnet.models.survival.hazard_survival)

hess (gbnet.base.BaseGBModule attribute) (gbnet.lgbmodule.LGBModule attribute) (gbnet.lgbmodule.LightGBObj attribute) (gbnet.xgbmodule.XGBObj attribute)

I

initialize() (gbnet.models.forecasting.ForecastModule method), [1] initialized (gbnet.models.forecasting.ForecastModule attribute) input (gbnet.gblinear.GBLinear attribute) input_dim (gbnet.gblinear.GBLinear attribute) (gbnet.lgbmodule.LGBModule attribute) (gbnet.xgbmodule.XGBModule attribute)

input_is_expanded (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute) integration_method (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute)

L

lambd (gbnet.gblinear.GBLinear attribute) LGBModule (class in gbnet.lgbmodule) LightGBObj (class in gbnet.lgbmodule) linear (gbnet.gblinear.GBLinear attribute) linear_params (gbnet.models.forecasting.Forecast attribute) loadModule() (in module gbnet.models.forecasting) (in module gbnet.models.ordinal_regression) (in module gbnet.models.survival.discrete_survival) (in module gbnet.models.survival.hazard_integrator) log_p_event() (in module gbnet.models.survival.discrete_survival)

log_p_event_geometric() (in module gbnet.models.survival.discrete_survival) log_p_surv() (in module gbnet.models.survival.discrete_survival) log_p_surv_geometric() (in module gbnet.models.survival.discrete_survival) loss_fn (gbnet.models.ordinal_regression.GBOrd attribute) losses_ (gbnet.models.forecasting.Forecast attribute) (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute) lr (gbnet.gblinear.GBLinear attribute)

M

min_hess (gbnet.base.BaseGBModule attribute) (gbnet.gblinear.GBLinear attribute) (gbnet.lgbmodule.LGBModule attribute) (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute) (gbnet.xgbmodule.XGBModule attribute) model_ (gbnet.models.forecasting.Forecast attribute) (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) module gbnet gbnet.base gbnet.gblinear gbnet.lgbmodule gbnet.models gbnet.models.forecasting gbnet.models.ordinal_regression gbnet.models.survival gbnet.models.survival.discrete_survival gbnet.models.survival.hazard_integrator gbnet.models.survival.hazard_survival gbnet.xgbmodule

Module (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) module_type (gbnet.models.forecasting.Forecast attribute) (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute)

N

n_changepoints (gbnet.models.forecasting.ForecastModule attribute) n_completed_boost_rounds (gbnet.xgbmodule.XGBModule attribute) nrounds (gbnet.models.forecasting.Forecast attribute) (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute)

num_classes (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.ordinal_regression.OrdinalLogisticLoss attribute)

O

OrdinalLogisticLoss (class in gbnet.models.ordinal_regression) output_dim (gbnet.gblinear.GBLinear attribute) (gbnet.lgbmodule.LGBModule attribute) (gbnet.xgbmodule.XGBModule attribute)

P

params (gbnet.lgbmodule.LGBModule attribute) (gbnet.models.forecasting.Forecast attribute) (gbnet.models.ordinal_regression.GBOrd attribute) (gbnet.models.survival.discrete_survival.BetaSurvivalModel attribute) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel attribute) (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute) (gbnet.models.survival.hazard_survival.HazardSurvivalModel attribute) (gbnet.xgbmodule.XGBModule attribute) pd_datetime_to_seconds() (in module gbnet.models.forecasting) periodic_fn (gbnet.models.forecasting.ForecastModule attribute) piecewise_linear_function() (in module gbnet.models.forecasting) predict() (gbnet.models.forecasting.Forecast method), [1] (gbnet.models.ordinal_regression.GBOrd method), [1] (gbnet.models.survival.discrete_survival.BetaSurvivalModel method) (gbnet.models.survival.discrete_survival.ThetaSurvivalModel method), [1] (gbnet.models.survival.hazard_survival.HazardSurvivalModel method), [1]

predict_base() (gbnet.models.survival.hazard_survival.HazardSurvivalModel method) predict_hazard() (gbnet.models.survival.discrete_survival.BetaSurvivalModel method) (gbnet.models.survival.hazard_survival.HazardSurvivalModel method) predict_proba() (gbnet.models.ordinal_regression.GBOrd method) predict_survival() (gbnet.models.survival.discrete_survival.BetaSurvivalModel method), [1] (gbnet.models.survival.discrete_survival.ThetaSurvivalModel method), [1] (gbnet.models.survival.hazard_survival.HazardSurvivalModel method), [1] predict_times() (gbnet.models.survival.hazard_survival.HazardSurvivalModel method)

R

ridge_regression() (in module gbnet.gblinear)

S

score() (gbnet.models.ordinal_regression.GBOrd method) (gbnet.models.survival.discrete_survival.BetaSurvivalModel method), [1] (gbnet.models.survival.discrete_survival.ThetaSurvivalModel method), [1] (gbnet.models.survival.hazard_survival.HazardSurvivalModel method), [1]

set_extra_state() (gbnet.lgbmodule.LGBModule method) (gbnet.xgbmodule.XGBModule method) static_data (gbnet.models.survival.hazard_integrator.HazardIntegrator attribute)

T

ThetaSurvivalModel (class in gbnet.models.survival.discrete_survival) train_dat (gbnet.lgbmodule.LGBModule attribute) training_n (gbnet.xgbmodule.XGBModule attribute)

trend_fn (gbnet.models.forecasting.ForecastModule attribute) trend_type (gbnet.models.forecasting.Forecast attribute) (gbnet.models.forecasting.ForecastModule attribute)

U

use_cp (gbnet.models.forecasting.ForecastModule attribute)

X

XGBModule (class in gbnet.xgbmodule)

XGBObj (class in gbnet.xgbmodule)