scalib.modeling

Linear Discriminant Analysis (LDA)

LDA is a also known as pooled Gaussian templates in the side-channel litterature. LDAClassifier is the main implementation of the LDA, and MultiLDA is a convenience wrapper for profiling multiple variables using the same traces (but possibly different sets of POIs).

LDAClassifier	Models the leakage \(\mathbf{l}\) with \(n_s\) dimensions using the linear discriminant analysis classifier (LDA) with integrated dimensionality reduction.
MultiLDA	Perform LDA on nv distinct variables for the same leakage traces.
LdaAcc	Models the leakage \(\mathbf{l}\) with \(n_s\) dimensions using the linear discriminant analysis classifier (LDA) with integrated dimensionality reduction.
Lda	See LdaAcc.
RLDAClassifier	Regression-based Linear Discriminant Analysis.