Feature/version4 #172
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Feature/version4 #172
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Added option for hyperbolic truncation of total_degree_set.
Distributions are needed for estimation of higher statistical moments
Analytical solution of triple product of legendre polynomials
Calculation of Wigner 3j symbols for triple product. Simplified for special case of legendre polynomials.
Analytical calculation of triple product of Hermite polynomials
Naive implementation of higher moments. It should be computationaly optimized for large basis sets.
Optimization of memory requirements.
Correction of formula for multivariate outputs.
Class containing implementation of the best model selection algorithm based on LARs and OLS.
Add LeastAngleRegression.py
Added test function 19 and 20 for skewness and kurtosis. Added test function 21 for LAR model selection
import leave-one-out error function
Added description of HyperbolicBasis Class
Added references for LARS
Added description of higher moments and leave-one-out error
Description was switched with TotalDegreeBasis
The Description was switched with TensorBasis
# Conflicts: # tests/unit_tests/dimension_reduction/test_kernel.py
# Conflicts: # docs/source/installation_doc.rst # example/Inference/BayesModelSelection/Bayesian model selection.ipynb # example/Inference/BayesParameterEstimation/Bayesian_parameter_estimation_MCMC.ipynb # example/Inference/MLEstimation/Maximum_Likelihood_Example.ipynb # example/Reliability/TaylorSeries/TaylorSeries_Example1.ipynb # example/SampleMethods/IS/IS_Example1.ipynb # example/SampleMethods/MCMC/MCMC_Example2.ipynb # example/Sensitivity/Morris.ipynb # example/Transformations/Nataf-Example1.ipynb # src/UQpy/Inference/BayesParameterEstimation.py # src/UQpy/Reliability/TaylorSeries/FORM.py # src/UQpy/Reliability/TaylorSeries/SORM.py # src/UQpy/Reliability/TaylorSeries/TaylorSeries.py # src/UQpy/SampleMethods/IS.py # src/UQpy/SampleMethods/LHS.py # src/UQpy/SampleMethods/MCMC/mcmc.py # src/UQpy/SampleMethods/STS/delaunay.py # src/UQpy/SampleMethods/STS/rectangular.py # src/UQpy/SampleMethods/STS/sts.py # src/UQpy/SampleMethods/STS/voronoi.py # src/UQpy/Transformations/Correlate.py # src/UQpy/Transformations/Nataf.py # tests/Surrogates/test_PCE.py # tests/__init__.py
…smannian Distances.
…ture/v4_docs_review
…nto feature/version4
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