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vdar - Discriminant Analysis Incorporating Individual Uncertainties

Pospiech, S.

The qda() function from package 'MASS' is extended to calculate a weighted linear (LDA) and quadratic discriminant analysis (QDA) by changing the group variances and group means based on cell-wise uncertainties. The uncertainties can be derived e.g. through relative errors for each individual measurement (cell), not only row-wise or column-wise uncertainties. The method can be applied compositional data (e.g. portions of substances, concentrations) and non-compositional data.

Keywords: R-Package; QDA; LDA; compositional data; weighted QDA; weighted LDA

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  • Software in external data repository
    Publication year 2020
    Programming language: R
    System requirements: R (>= 3.6.0)
    License: GPL-3
    Hosted on CRAN: Link to location

Permalink: https://www.hzdr.de/publications/Publ-30671