Public API

Package-owned interfaces are documented with their corresponding topics:

• Surrogate construction
• Sampling
• Surrogate optimization
• Parallel optimization
• Radial basis functions
• Gaussian process surrogates
• Gradient-enhanced Kriging
• Gradient-enhanced Kriging with partial least squares
• Kriging with partial least squares (KPLS/KPLSK)
• Neural surrogates
• Mixture-of-experts surrogates
• Polynomial chaos surrogates
• Variable-fidelity surrogates
• Wendland surrogates
• XGBoost surrogates

Reexported Sampling Algorithms

The reexported SamplingAlgorithm, GoldenSample, GridSample, HaltonSample, KroneckerSample, LatinHypercubeSample, RandomSample, and SobolSample types are defined and documented by QuasiMonteCarlo.jl.

Surrogates.jl defines its own sample wrapper so multidimensional samples retain the package's vector-of-tuples representation.