Antonio Rieser

collaborators

2 papers

stat.ML2024

Noncommutative Model Selection for Data Clustering and Dimension Reduction Using Relative von Neumann Entropy

Araceli GuzmÃ¡n-TristÃ¡n, Antonio Rieser

We propose a pair of completely data-driven algorithms for unsupervised classification and dimension reduction, and we empirically study their performance on a number of data sets,…

cs.CG2024

Noncommutative Model Selection and the Data-Driven Estimation of Real Cohomology Groups

Araceli GuzmÃ¡n-TristÃ¡n, Antonio Rieser, Eduardo VelÃ¡zquez-Richards

We propose three completely data-driven methods for estimating the real cohomology groups $H^{k} (X; R)$ of a compact metric-measure space $(X, d_{X}, I^¼_{X})$ embedded in a me…