Glossary

ARDR

Automatic relevance determination regression (ARDR) is an optimization algorithm provided by scikit-learn [PedVarGra11]

compressive sensing

Compressive sensing (CS), also known as compressive sampling, is an efficient method for constructing sparse solutions for linear systems.

CV

cross validation

Cross validation (CV) is commonly employed to evaluated the transferability and accuracy of linear problems.

LASSO

The least absolute shrinkage and selection operator (LASSO) is a method for performing variable selection and regularization in problems in statistics and machine learning.

regularization

Regularization, is commonly used in machine learning to combat overfitting and for solving underdetermined systems.

OLS

Ordinary least-squares.

RFE

In machine learning recursive feature elimination (RFE) is a popular feature selection process in model construction.

RMSE

Root mean square error, is a frequently measure for the deviation between a reference data set and a predicted data set.