Javier Viaña

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 17

Top Topics

Regression Algorithm

Fuzzy Controller

Membership Functions

Fuzzy Partitions

Top Venues

Adv. Artif. Intell. Mach. Learn.

Publications

Javier Viaña
Front-propagation Algorithm: Explainable AI Technique for Extracting Linear Function Approximations from Neural Networks. CoRR (2024)
Mariona Badenas-Agusti, Javier Viaña, Andrew Vanderburg, Simon Blouin, Patrick Dufour, Siyi Xu, Siyi Sha
cecilia: A Machine Learning-Based Pipeline for Measuring Metal Abundances of Helium-rich Polluted White Dwarfs. CoRR (2024)
Javier Viaña, Kelly Cohen, Stephen Saunders, Naashom Marx, Brian Cobb, Hannah Meredith, Madison Bourbon
Review of a Fuzzy Logic Based Airport Passenger Flow Prediction System. NAFIPS (2023)
Mayeul Aubin, Carolina Cuesta-Lázaro, Ethan Tregidga, Javier Viaña, Cecilia Garraffo, Iouli E. Gordon, Mercedes López-Morales, Robert J. Hargreaves, Vladimir Yu. Makhnev, Jeremy J. Drake, Douglas P. Finkbeiner, Phillip Cargile
Simulation-based Inference for Exoplanet Atmospheric Retrieval: Insights from winning the Ariel Data Challenge 2023 using Normalizing Flows. CoRR (2023)
Javier Viaña, Andrew Vanderburg
Forcing the Network to Use Human Explanations in Its Inference Process. NAFIPS (2023)
Sofia Holguin, Javier Viaña, Kelly Cohen, Anca L. Ralescu, Vladik Kreinovich
Why Sine Membership Functions. NAFIPS (2022)
Javier Viaña, Stephan Ralescu, Vladik Kreinovich, Anca L. Ralescu, Kelly Cohen
Single Hidden Layer CEFYDRA: Cluster-first Explainable FuzzY-based Deep self-Reorganizing Algorithm. NAFIPS (2022)
Javier Viaña, Stephan Ralescu, Vladik Kreinovich, Anca L. Ralescu, Kelly Cohen
Multiple Hidden Layered CEFYDRA: Cluster-First Explainable Fuzzy-Based Deep Self-reorganizing Algorithm. NAFIPS (2022)
Javier Viaña, Stephan Ralescu, Kelly Cohen, Vladik Kreinovich, Anca L. Ralescu
Why Cauchy Membership Functions: Reliability. Adv. Artif. Intell. Mach. Learn. 2 (2) (2022)
Javier Viaña, Stephan Ralescu, Vladik Kreinovich, Anca L. Ralescu, Kelly Cohen
Initialization and Plasticity of CEFYDRA: Cluster-first Explainable FuzzY-based Deep self-Reorganizing Algorithm. NAFIPS (2022)
Javier Viaña, Kelly Cohen
Fuzzy-Based, Noise-Resilient, Explainable Algorithm for Regression. NAFIPS (2021)
Katherine L. O'Grady, Javier Viaña, Kelly Cohen
Predicting Diabetes Diagnosis with Binary-To-Fuzzy Extrapolations and Weights Tuned via Genetic Algorithm. NAFIPS (2021)
Javier Viaña, Stephan Ralescu, Kelly Cohen, Vladik Kreinovich, Anca L. Ralescu
Why Cauchy Membership Functions: Efficiency. Adv. Artif. Intell. Mach. Learn. 1 (1) (2021)
Javier Viaña, Kelly Cohen
Evaluation Criteria for Noise Resilience in Regression Algorithms. NAFIPS (2021)
Javier Viaña, Kelly Cohen
ExTree - Explainable Genetic Feature Coupling Tree Using Fuzzy Mapping for Dimensionality Reduction with Application to NACA 0012 Airfoils Self-Noise Data Set. NAFIPS (2020)
Javier Viaña, Kelly Cohen
Fast Training Algorithm for Genetic Fuzzy Controllers and Application to an Inverted Pendulum with Free Cart. NAFIPS (2020)
Javier Viaña, Kelly Cohen
Fault Tolerance Tool for Human and Machine Interaction & Application to Civilian Aircraft. LA-CCI (2019)