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

FixedExperiment(*args)

Fixed experiment.

GaussProductExperiment(*args)

Gauss product experiment.

LowDiscrepancyExperiment(*args)

LowDiscrepancy experiment.

TensorProductExperiment(*args)

Tensor product experiment.

experimental.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.

Integration

experimental.ExperimentIntegration(*args)

Create a quadrature rule for numerical integration based on a weighted experiment.