Density-Matrix Spectral Embeddings for Categorical Data: Operator Structure and Stability

Raquel Bosch-Romeu, Antonio Falcó, osé-Antonio Rodríguez-Gallego

We introduce a supervised dimensionality reduction methodology for categorical (and discretized mixed-type) data based on a density-matrix construction induced by class-conditional…