Designs of experiments

Refer to Design of Experiments.

Experiment(*args)

Base class for design of experiments.

Stratified designs of experiments

StratifiedExperiment(*args)

Base class for stratified experiments.

Axial(*args)	Axial design of experiments.
Factorial(*args)	Factorial design of experiments.
Composite(*args)	Composite design of experiments.

Box(*args)

Box design of experiments.

Weighted experiments

WeightedExperiment(*args)

Weighted experiment.

Random weighted experiments

BootstrapExperiment(*args)	Bootstrap experiment.
LHSExperiment(*args)	LHS experiment.
MonteCarloExperiment(*args)	MonteCarlo experiment.
ImportanceSamplingExperiment(*args)	Importance Sampling experiment.

Deterministic weighted experiments

experimental.FejerExperiment(*args)	Fejer experiment.
FixedExperiment(*args)	Fixed experiment.
GaussProductExperiment(*args)	Gauss product experiment.
LowDiscrepancyExperiment(*args)	LowDiscrepancy experiment.
TensorProductExperiment(*args)	Tensor product experiment.
SmolyakExperiment(*args)	Smolyak experiment.

Sample splitting

SplitterImplementation(*args)	Base class to split samples in train/test sets.
KFoldSplitter(*args)	K-fold splitter.
LeaveOneOutSplitter(*args)	Leave-one-out splitter.

Low Discrepancy Sequences

Refer to Low Discrepancy Sequence.

LowDiscrepancySequence(*args)

Base class to generate low discrepancy sequences.

FaureSequence(*args)	Faure sequence.
HaltonSequence(*args)	Halton sequence.
ReverseHaltonSequence(*args)	Reverse Halton sequence.
HaselgroveSequence(*args)	Haselgrove sequence.
SobolSequence(*args)	Sobol sequence.

Optimal LHS generation

Refer to Optimal LHS design.

OptimalLHSExperiment(*args)	OptimalLHS base class.
MonteCarloLHS(*args)	Monte Carlo LHS optimization.
SimulatedAnnealingLHS(*args)	LHS optimization using simulated annealing.
LHSResult(*args)	Summarize the results of an LHS optimization.

Space Filling

Used to define the optimization criterion in OptimalLHSExperiment.

SpaceFilling(*args)	Space filling computation base class.
SpaceFillingC2(*args)	Space filling C2 (centered L2-discrepancy) computation.
SpaceFillingMinDist(*args)	Space filling minimal distance criterion.
SpaceFillingPhiP(*args)	Space filling PhiP.

Temperature Profile

Used to control the optimization in SimulatedAnnealingLHS.

TemperatureProfile(*args)	Base class to define a temperature profile.
LinearProfile(*args)	Linear temperature profile.
GeometricProfile(*args)	Geometric temperature profile.

Sequential experiments

experimental.SequentialSamplingAlgorithm(*args)	Approximation algorithm.
experimental.LOLAVoronoi(*args)	LOLA-Voronoi sequential design algorithm.