Dimensionality Reduction for Binary Data through the Projection of Natural Parameters

Andrew J. Landgraf, Yoonkyung Lee

Principal component analysis (PCA) for binary data, known as logistic PCA, has become a popular alternative to dimensionality reduction of binary data. It is motivated as an extens…