4 papers · 1 filter
Optimization of Kinetic--Stoichiometric Growth Bounds over Autocatalytic Subnetworks
VÃctor Blanco, Gabriel González
Autocatalytic subnetworks govern sustained production and balanced growth in chemical reaction systems and can be naturally represented as directed multihypergraphs that jointly en…
Exact Matrix Seriation through Mathematical Optimization: Stress and Effectiveness-Based Models
VÃctor Blanco, Alfredo MarÃn, Justo Puerto
Matrix seriation, the problem of permuting the rows and columns of a matrix to uncover latent structure, is a fundamental technique in data science, particularly in the visualizati…
Linear, nested, and quadratic ordered measures: Computation and incorporation into optimization problems
Victor Blanco, Miguel A. Pozo, Justo Puerto +1
In this paper we address a unified mathematical optimization framework to compute a wide range of measures used in most operations research and data science contexts. The goal is t…
A Mathematical Programming Approach to Optimal Classification Forests
VÃctor Blanco, Alberto Japón, Justo Puerto +1
This paper introduces Weighted Optimal Classification Forests (WOCFs), a new family of classifiers that takes advantage of an optimal ensemble of decision trees to derive accurate…