12 citations · 20 across the 8 of their papers we have counts for
8 papers
An Analysis of Regularization and Fokker-Planck Residuals in Diffusion Models for Image Generation
Onno Niemann, Gonzalo Martínez Muñoz, Alberto Suárez Gonzalez
Recent work has shown that diffusion models trained with the denoising score matching (DSM) objective often violate the Fokker--Planck (FP) equation that governs the evolution of t…
Relation between PLS and OLS regression in terms of the eigenvalue distribution of the regressor covariance matrix
David del Val, José R. Berrendero, Alberto Suárez
Partial least squares (PLS) is a dimensionality reduction technique introduced in the field of chemometrics and successfully employed in many other areas. The PLS components are ob…
Feature selection in functional data classification with recursive maxima hunting
José L. Torrecilla, Alberto Suárez
Dimensionality reduction is one of the key issues in the design of effective machine learning methods for automatic induction. In this work, we introduce recursive maxima hunting (…
Pooling homogeneous ensembles to build heterogeneous ones
Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
In ensemble methods, the outputs of a collection of diverse classifiers are combined in the expectation that the global prediction be more accurate than the individual ones. Hetero…
Vote-boosting ensembles
Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
Vote-boosting is a sequential ensemble learning method in which the individual classifiers are built on different weighted versions of the training data. To build a new classifier,…
Non-linear Causal Inference using Gaussianity Measures
Daniel Hernández-Lobato, Pablo Morales-Mombiela, David Lopez-Paz +1
We provide theoretical and empirical evidence for a type of asymmetry between causes and effects that is present when these are related via linear models contaminated with additive…
Percentiles of sums of heavy-tailed random variables: Beyond the single-loss approximation
Lorenzo Hernández, Jorge Tejero, Alberto Suárez +1
A perturbative approach is used to derive approximations of arbitrary order to estimate high percentiles of sums of positive independent random variables that exhibit heavy tails.…
Error analysis of free probability approximations to the density of states of disordered systems
Jiahao Chen, Eric Hontz, Jeremy Moix +5
Theoretical studies of localization, anomalous diffusion and ergodicity breaking require solving the electronic structure of disordered systems. We use free probability to approxim…