activity
20192022
most citedExplainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI

39 citations · 47 across the 5 of their papers we have counts for

collaborators

9 papers

eess.IV20224 cited

Fuzzy Attention Neural Network to Tackle Discontinuity in Airway Segmentation

Yang Nan, Javier Del Ser, Zeyu Tang +7

Airway segmentation is crucial for the examination, diagnosis, and prognosis of lung diseases, while its manual delineation is unduly burdensome. To alleviate this time-consuming a…

cs.LG20224 cited

Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization

Javier Del Ser, Alejandro Barredo-Arrieta, Natalia Díaz-Rodríguez +2

There is a broad consensus on the importance of deep learning models in tasks involving complex data. Often, an adequate understanding of these models is required when focusing on…

cs.AI2022

Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions

Yang Nan, Javier Del Ser, Simon Walsh +23

Removing the bias and variance of multicentre data has always been a challenge in large scale digital healthcare studies, which requires the ability to integrate clinical features…

cs.LG2020

CURIE: A Cellular Automaton for Concept Drift Detection

Jesus L. Lobo, Javier Del Ser, Eneko Osaba +2

Data stream mining extracts information from large quantities of data flowing fast and continuously (data streams). They are usually affected by changes in the data distribution, g…

cs.NE2020

Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges

Aritz D. Martinez, Javier Del Ser, Esther Villar-Rodriguez +5

Much has been said about the fusion of bio-inspired optimization algorithms and Deep Learning models for several purposes: from the discovery of network topologies and hyper-parame…

cs.NE2020

Multifactorial Cellular Genetic Algorithm (MFCGA): Algorithmic Design, Performance Comparison and Genetic Transferability Analysis

Eneko Osaba, Aritz D. Martinez, Jesus L. Lobo +2

Multitasking optimization is an incipient research area which is lately gaining a notable research momentum. Unlike traditional optimization paradigm that focuses on solving a sing…