sample of publications
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articles
- Evolving Gaussian on-line clustering in social network analysis. EXPERT SYSTEMS WITH APPLICATIONS. 207:1-8. 2022
- Driver Drowsiness Detection by Applying Deep Learning Techniques to Sequences of Images. Applied Sciences-Basel. 12:1145-1170. 2022
- Lane following learning based on semantic segmentation with chroma key and image superposition. Electronics. 10:3113-3137. 2021
- SYnthetic Samples GENerator (SYSGEN): an approach to increase the size of incidence samples in coffee leaf rust modelling. Evolving Systems. 13:625-636. 2021
- Impact of the learners diversity and combination method on the generation of heterogeneous classifier ensembles. APPLIED SOFT COMPUTING. 111:1-17. 2021
- Implementing a Gaze Tracking Algorithm for Improving Advanced Driver Assistance Systems. Electronics. 10:1-21. 2021
- Explaining Deep Learning-Based Driver Models. Applied Sciences-Basel. 11:1-28. 2021
- CCE: An ensemble architecture based on coupled ANN for solving multiclass problems. Information Fusion. 58:132-152. 2020
- An ensemble approach of dual base learners for multi-class classification problems. Information Fusion. 24:122-136. 2015
- Generating ensembles of heterogeneous classifiers using Stacked Generalization. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery. 5:21-34. 2015
- Combining additive input noise annealing and pattern transformations for improved handwritten character recognition. EXPERT SYSTEMS WITH APPLICATIONS. 41:8180-8188. 2014
- A New Artificial Neural Network Ensemble Based on Feature Selection and Class Recoding. NEURAL COMPUTING & APPLICATIONS. 2010
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book chapters
- Input Transformation and Output Combination for Improved Handwritten Digit Recognition. In: Artificial Neural Networks : Methods and Applications in Bio-/Neuroinformatics. SPRINGER. 435-443. 2015
- Ensemble of ANN for Traffic Sign Recognition [Chapter 85]. In: Encyclopedia of Artificial Intelligence. IGI GLOBAL. 554-560. 2009
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books
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conference contributions
- Generation and Evaluation of Medical Images Based on Diffusion Models 2024
- Sistema de detección de fatiga basado en deep learning y lógica difusa. 875-880. 2021
- A Novel Evolving Ensemble Approach Based on Bootstrapping and Dynamic Selection of Diverse Learners. 1-8. 2020
- Fuzzy Alarm System based on Human-centered Approach. 448-455. 2020
- Mining Disease Courses across Organizations: A Methodology Based on Process Mining of Diagnosis Events Datasets. 354-357. 2019
- Measuring Diversity and Accuracy in ANN Ensembles. 108-117. 2018
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Forecasting Univariate Time Series by
Input Transformation and Selection of the Suitable Model. 210-221. 2017 - Time Series Forecasting applying Data Transformation and Neural Networks Ensemble. 820-828. 2017
- Forecasting Time Series by an Ensemble of Artificial Neural Networks based on transforming the Time Series. 1769-4774. 2016
- CCE: An Approach to Improve the Accuracy in Ensembles by Using Diverse Base Learners. 630-641. 2014
- Handwritten Digit Recognition with Pattern Transformations and Neural Network Averaging. 335-342. 2013
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theses