Skip to contents

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