Pérez-Fernández, David

1. Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology
   2021/01/19 by David Pérez‐Fernández, Asier Gutiérrez-Fandiño, Pérez-Fernández, David +5 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · Mathematics · #Algebraic Topology (math.AT) #Cell Image Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Homotopy and Cohomology in Algebraic Topology #Machine Learning (cs.LG) #Topological and Geometric Data Analysis
2. Persistent Homology Captures the Generalization of Neural Networks Without A Validation Set
   2021/05/31 by Asier Gutiérrez-Fandiño, David Pérez‐Fernández, Gutiérrez-Fandiño, Asier +5 · 1 citation
   Computer Science · #Algebraic Topology (math.AT) #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications #Topological and Geometric Data Analysis