Publications

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2023

A. R. Troncoso-García and I. S. Brito and A. Troncoso and F. Mártinez-Álvarez

Explainable hybrid deep learning and Coronavirus Optimization Algorithm for improving evapotranspiration forecasting (Journal Article)

Computers and Electronics in Agriculture, 215 , pp. 108387, 2023.

(Abstract | Links | BibTeX | Tags: deep learning, forecasting, precision agriculture, XAI)

A. R. Troncoso-García and M. Martínez-Ballesteros and F. Mártinez-Álvarez and A. Troncoso

A new approach based on association rules to add explainability to time series forecasting models (Journal Article)

Information Fusion, 94 , pp. 169-180, 2023.

(Abstract | Links | BibTeX | Tags: association rules, time series, XAI)

A. R. Troncoso-García and m. Martínez-Ballesteros and F. Martínez-Álvarez and A. Troncoso

Evolutionary computation to explain deep learning models for time series forecasting (Conference)

SAC 38th Annual ACM Symposium on Applied Computing, 2023.

(Links | BibTeX | Tags: deep learning, time series, XAI)

L. Melgar-García, Á. Troncoso-García, D. Gutiérrez-Avilés, J. F. Torres and A. Troncoso

Explainable Artificial Intelligence for Education: A Real Case of a University Subject Switched to Python (Conference)

ICEUTE 14th International Conference on European Transnational Educational, Lecture Notes in Networks and Systems 2023.

(BibTeX | Tags: education, XAI)

A. M. Chacón-Maldonado and A.R. Troncoso-García and F. Martínez-Álvarez, G. Asencio-Cortés and A. Troncoso

Olive oil fly population pest forecasting using explainable deep learning (Conference)

SOCO 18th International Conference on Soft Computing Models in Industrial and Environmental Applications , Lecture Notes in Networks and Systems 2023.

(BibTeX | Tags: precision agriculture, XAI)

2022

A. R. Troncoso-García and M. Martínez-Ballesteros and F. Martínez-Álvarez and A. Troncoso

Explainable machine learning for sleep apnea prediction (Conference)

KES International Conference on Knowledge Based and Intelligent information and Engineering Systems, 2022.

(Abstract | Links | BibTeX | Tags: association rules, deep learning, time series, XAI)