Package index

All functions

AcqFunction

Acquisition Function Base Class

AcqOptimizer

Acquisition Function Optimizer

InputTrafo

Input Transformation Base Class

InputTrafoUnitcube

Input Transformation Unitcube

OutputTrafo

Output Transformation Base Class

OutputTrafoLog

Output Transformation Log

OutputTrafoStandardize

Output Transformation Standardization

ResultAssigner

Result Assigner Base Class

Surrogate

Surrogate Model

SurrogateLearner

Surrogate Model Containing a Single Learner

SurrogateLearnerCollection

Surrogate Model Containing Multiple Learners

acqf()

Syntactic Sugar Acquisition Function Construction

acqfs()

Syntactic Sugar Acquisition Functions Construction

acqo()

Syntactic Sugar Acquisition Function Optimizer Construction

default_acqfunction()

Default Acquisition Function

default_acqoptimizer()

Default Acquisition Function Optimizer

default_gp()

Default Gaussian Process

default_loop_function()

Default Loop Function

default_result_assigner()

Default Result Assigner

default_rf()

Default Random Forest

default_surrogate()

Default Surrogate

it()

Syntactic Sugar Input Trafo Construction

loop_function

Loop Functions for Bayesian Optimization

mbo_defaults

Defaults for OptimizerMbo

mlr3mbo mlr3mbo-package

mlr3mbo: Flexible Bayesian Optimization

mlr_acqfunctions

Dictionary of Acquisition Functions

mlr_acqfunctions_aei AcqFunctionAEI

Acquisition Function Augmented Expected Improvement

mlr_acqfunctions_cb AcqFunctionCB

Acquisition Function Confidence Bound

mlr_acqfunctions_ehvi AcqFunctionEHVI

Acquisition Function Expected Hypervolume Improvement

mlr_acqfunctions_ehvigh AcqFunctionEHVIGH

Acquisition Function Expected Hypervolume Improvement via Gauss-Hermite Quadrature

mlr_acqfunctions_ei AcqFunctionEI

Acquisition Function Expected Improvement

mlr_acqfunctions_ei_log AcqFunctionEILog

Acquisition Function Expected Improvement on Log Scale

mlr_acqfunctions_eips AcqFunctionEIPS

Acquisition Function Expected Improvement Per Second

mlr_acqfunctions_mean AcqFunctionMean

Acquisition Function Mean

mlr_acqfunctions_multi AcqFunctionMulti

Acquisition Function Wrapping Multiple Acquisition Functions

mlr_acqfunctions_pi AcqFunctionPI

Acquisition Function Probability of Improvement

mlr_acqfunctions_sd AcqFunctionSD

Acquisition Function Standard Deviation

mlr_acqfunctions_smsego AcqFunctionSmsEgo

Acquisition Function SMS-EGO

mlr_acqfunctions_stochastic_cb AcqFunctionStochasticCB

Acquisition Function Stochastic Confidence Bound

mlr_acqfunctions_stochastic_ei AcqFunctionStochasticEI

Acquisition Function Stochastic Expected Improvement

mlr_input_trafos

Dictionary of Input Transformations

mlr_loop_functions

Dictionary of Loop Functions

bayesopt_ego()

Sequential Single-Objective Bayesian Optimization

bayesopt_emo()

Sequential Multi-Objective Bayesian Optimization

bayesopt_mpcl()

Single-Objective Bayesian Optimization via Multipoint Constant Liar

bayesopt_parego()

Multi-Objective Bayesian Optimization via ParEGO

bayesopt_smsego()

Sequential Multi-Objective Bayesian Optimization via SMS-EGO

mlr_optimizers_adbo OptimizerADBO

Asynchronous Decentralized Bayesian Optimization

mlr_optimizers_async_mbo OptimizerAsyncMbo

Asynchronous Model Based Optimization

mlr_optimizers_mbo OptimizerMbo

Model Based Optimization

mlr_output_trafos

Dictionary of Output Transformations

mlr_result_assigners

Dictionary of Result Assigners

mlr_result_assigners_archive ResultAssignerArchive

Result Assigner Based on the Archive

mlr_result_assigners_surrogate ResultAssignerSurrogate

Result Assigner Based on a Surrogate Mean Prediction

mlr_tuners_adbo TunerADBO

TunerAsync using Asynchronous Decentralized Bayesian Optimization

mlr_tuners_async_mbo TunerAsyncMbo

TunerAsync using Asynchronous Model Based Optimization

mlr_tuners_mbo TunerMbo

TunerBatch using Model Based Optimization

ot()

Syntactic Sugar Output Trafo Construction

ras()

Syntactic Sugar Result Assigner Construction

redis_available()

Check if Redis Server is Available

srlrn()

Syntactic Sugar Surrogate Construction