116 citations · 267 across the 30 of their papers we have counts for
33 papers
Comparative study of regression vs pairwise models for surrogate-based heuristic optimisation
Pablo S. Naharro, Pablo Toharia, Antonio LaTorre +1
Heuristic optimisation algorithms explore the search space by sampling solutions, evaluating their fitness, and biasing the search in the direction of promising solutions. However,…
3D Segmentation of Neuronal Nuclei and Cell-Type Identification using Multi-channel Information
Antonio LaTorre, Lidia Alonso-Nanclares, José María Peña +1
Background Analyzing images to accurately estimate the number of different cell types in the brain using automatic methods is a major objective in neuroscience. The automatic and s…
Model calibration using a parallel differential evolution algorithm in computational neuroscience: simulation of stretch induced nerve deficit
Antonio LaTorre, Man Ting Kwong, Julián A. García-Grajales +3
Neuronal damage, in the form of both brain and spinal cord injuries, is one of the major causes of disability and death in young adults worldwide. One way to assess the direct dama…
Bounding the Probabilities of Benefit and Harm Through Sensitivity Parameters and Proxies
Jose M. Peña
We present two methods for bounding the probabilities of benefit and harm under unmeasured confounding. The first method computes the (upper or lower) bound of either probability a…
-GNF: A Copula-based Sensitivity Analysis to Unobserved Confounding Using Normalizing Flows
Sourabh Balgi, Jose M. Peña, Adel Daoud
We propose a novel sensitivity analysis to unobserved confounding in observational studies using copulas and normalizing flows. Using the idea of interventional equivalence of stru…
Counterfactual Analysis of the Impact of the IMF Program on Child Poverty in the Global-South Region using Causal-Graphical Normalizing Flows
Sourabh Balgi, Jose M. Peña, Adel Daoud
This work demonstrates the application of a particular branch of causal inference and deep learning models: \emph{causal-Graphical Normalizing Flows (c-GNFs)}. In a recent contribu…