An Auto-learning System for the Classification of Fetal Heart Rate Decelerative Patterns. - Bertha Guijarro-Berdiñas; Amparo Alonso-Betanzos; Oscar Fontenla-Romero; Olga Garcia-Dans; Noelia Sánchez-Maroño (IWANN (2), 2001)

Self-organizing maps and functional networks for local dynamic modeling. - Noelia Sánchez-Maroño; Oscar Fontenla-Romero; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas (ESANN, 2003)

Recovering Missing Data with Functional and Bayesian Networks. - Enrique F. Castillo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Carmen Castillo (IWANN (2), 2003)

Shear strength prediction using dimensional analysis and functional networks. - Amparo Alonso-Betanzos; Enrique F. Castillo; Oscar Fontenla-Romero; Noelia Sánchez-Maroño (ESANN, 2004)

a new wrapper method for feature subset selection. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Enrique F. Castillo (ESANN, 2005)

Modelling Engineering Problems Using Dimensional Analysis for Feature Extraction. - Noelia Sánchez-Maroño; Oscar Fontenla-Romero; Enrique F. Castillo; Amparo Alonso-Betanzos (ICANN (2), 2005)

Functional Networks and Analysis of Variance for Feature Selection. - Noelia Sánchez-Maroño; María Caamaño-Fernández; Enrique F. Castillo; Amparo Alonso-Betanzos (IDEAL, 2006)

Feature Selection Based on Sensitivity Analysis. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (CAEPIA, 2007)

Classification of computer intrusions using functional networks. A comparative study. - Amparo Alonso-Betanzos; Noelia Sánchez-Maroño; Félix M. Carballal-Fortes; Juan A. Suárez-Romero; Beatriz Pérez-Sánchez (ESANN, 2007)

An Improved Version of the Wrapper Feature Selection Method Based on Functional Decomposition. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Beatriz Pérez-Sánchez (ICANN (2), 2007)

Filter Methods for Feature Selection - A Comparative Study. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; María Tombilla-Sanromán (IDEAL, 2007)

Functional Network Topology Learning and Sensitivity Analysis Based on ANOVA Decomposition. - Enrique F. Castillo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Carmen Castillo (Neural Comput., 2007)

A combination of discretization and filter methods for improving classification performance in KDD Cup 99 dataset. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (IJCNN, 2009)

A Wrapper Method for Feature Selection in Multiple Classes Datasets. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Rosa M. Calvo-Estévez (IWANN (1), 2009)

Feature Selection. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Encyclopedia of Artificial Intelligence, 2009)

A Privacy-Preserving Distributed and Incremental Learning Method for Intrusion Detection. - Bertha Guijarro-Berdiñas; Santiago Fernández-Lorenzo; Noelia Sánchez-Maroño; Oscar Fontenla-Romero (ICANN (1), 2010)

On the effectiveness of discretization on gene selection of microarray data. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (IJCNN, 2010)

Multiclass classifiers vs multiple binary classifiers using filters for feature selection. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Pablo Garcia-Gonzalez; Verónica Bolón-Canedo (IJCNN, 2010)

Scalability Analysis of ANN Training Algorithms with Feature Selection. - Verónica Bolón-Canedo; Diego Peteiro-Barral; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (CAEPIA, 2011)

Statistical dependence measure for feature selection in microarray datasets. - Verónica Bolón-Canedo; Sohan Seth; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; José C. Príncipe (ESANN, 2011)

On the behavior of feature selection methods dealing with noise and relevance over synthetic scenarios. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (IJCNN, 2011)

Toward an ensemble of filters for classification. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (ISDA, 2011)

Reducing dimensionality in a database of sleep EEG arousals. - Diego Álvarez-Estévez; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Vicente Moret-Bonillo (Expert Syst. Appl., 2011)

Feature selection and classification in multiple class datasets: An application to KDD Cup 99 dataset. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Expert Syst. Appl., 2011)

Combining functional networks and sensitivity analysis as wrapper method for feature selection. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Expert Syst. Appl., 2011)

Interferential Tear Film Lipid Layer Classification: An Automatic Dry Eye Test. - Verónica Bolón-Canedo; Diego Peteiro-Barral; Beatriz Remeseiro; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Antonio Mosquera González; Manuel G. Penedo; Noelia Sánchez-Maroño (ICTAI, 2012)

An Agent-Based Prototype for Enhancing Sustainability Behavior at an Academic Environment. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Oscar Fontenla-Romero; Verónica Bolón-Canedo; Nicholas Mark Gotts; J. Gareth Polhill; Tony Craig; R. García-Mira (PAAMS (Special Sessions), 2012)

An ensemble of filters and classifiers for microarray data classification. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Pattern Recognit., 2012)

Scaling Up Feature Selection: A Distributed Filter Approach. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Joana Cerviño-Rabuñal (CAEPIA, 2013)

A distributed wrapper approach for feature selection. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (ESANN, 2013)

A Decision-Making Model for Environmental Behavior in Agent-Based Modeling. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Oscar Fontenla-Romero; Miguel Rodríguez-García; Gary Polhill; Tony Craig (IWANN (1), 2013)

Toward the scalability of neural networks through feature selection. - Diego Peteiro-Barral; Verónica Bolón-Canedo; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (Expert Syst. Appl., 2013)

A review of feature selection methods on synthetic data. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Knowl. Inf. Syst., 2013)

Influence of internal values and social networks for achieving sustainable organizations. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Oscar Fontenla-Romero; C. Brinquis-Núñez; J. Gareth Polhill; Tony Craig (ECAI, 2014)

Toward parallel feature selection from vertically partitioned data. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Joana Cerviño-Rabuñal (ESANN, 2014)

Learning on Vertically Partitioned Data based on Chi-square Feature Selection and Naive Bayes Classification. - Verónica Bolón-Canedo; Diego Peteiro-Barral; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (ICAART (1), 2014)

mC-ReliefF - An Extension of ReliefF for Cost-based Feature Selection. - Verónica Bolón-Canedo; Beatriz Remeseiro; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (ICAART (1), 2014)

Data classification using an ensemble of filters. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Neurocomputing, 2014)

A review of microarray datasets and applied feature selection methods. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; José Manuel Benítez 001; Francisco Herrera (Inf. Sci., 2014)

A framework for cost-based feature selection. - Verónica Bolón-Canedo; Iago Porto-Díaz; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Pattern Recognit., 2014)

A Methodology for Improving Tear Film Lipid Layer Classification. - Beatriz Remeseiro; Verónica Bolón-Canedo; Diego Peteiro-Barral; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Antonio Mosquera González; Manuel G. Penedo; Noelia Sánchez-Maroño (IEEE J. Biomed. Health Informatics, 2014)

Feature Selection for High-Dimensional Data - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Springer, 2015)

One-Class Classification for Microarray Datasets with Feature Selection. - Beatriz Pérez-Sánchez; Oscar Fontenla-Romero; Noelia Sánchez-Maroño (EANN, 2015)

Selecting target concept in one-class classification for handling class imbalance problem. - Beatriz Pérez-Sánchez; Oscar Fontenla-Romero; Noelia Sánchez-Maroño (IJCNN, 2015)

A Distributed Feature Selection Approach Based on a Complexity Measure. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (IWANN (2), 2015)

Designing Decision Trees for Representing Sustainable Behaviours in Agents. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Oscar Fontenla-Romero; J. Gareth Polhill; Tony Craig (PAAMS (Special Sessions), 2015)

Distributed feature selection: An application to microarray data classification. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Appl. Soft Comput., 2015)

Recent advances and emerging challenges of feature selection in the context of big data. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Knowl. Based Syst., 2015)

An Agent-Based Model for Simulating Environmental Behavior in an Educational Organization. - Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Oscar Fontenla-Romero; C. Brinquis-Núñez; J. Gareth Polhill; Tony Craig; Adina Dumitru; R. García-Mira (Neural Process. Lett., 2015)

Real-Time Tear Film Classification Through Cost-Based Feature Selection. - Verónica Bolón-Canedo; Beatriz Remeseiro; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Trans. Comput. Collect. Intell., 2015)

On the analysis of feature selection techniques in a conjunctival hyperemia grading framework. - María Luisa Sánchez Brea; Noelia Barreira-Rodríguez; Noelia Sánchez-Maroño; Antonio Mosquera González; Carlos García-Resúa; Eva Yebra-Pimentel (ESANN, 2016)

Two-Class with Oversampling Versus One-Class Classification for Microarray Datasets. - Beatriz Pérez-Sánchez; Oscar Fontenla-Romero; Noelia Sánchez-Maroño (ICANN (2), 2016)

On the analysis of local and global features for hyperemia grading. - Luisa Sánchez Brea; Noelia Barreira; Noelia Sánchez-Maroño; Antonio Mosquera González; Hugo Pena-Verdeal; Eva Yebra-Pimentel (ICMV, 2016)

On the development of conjunctival hyperemia computer-assisted diagnosis tools: Influence of feature selection and class imbalance in automatic gradings. - María Luisa Sánchez Brea; Noelia Barreira-Rodríguez; Noelia Sánchez-Maroño; Antonio Mosquera González; Carlos García-Resúa; María Jesús Giráldez Fernández (Artif. Intell. Medicine, 2016)

A unified pipeline for online feature selection and classification. - Verónica Bolón-Canedo; Diego Fernández-Francos; Diego Peteiro-Barral; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (Expert Syst. Appl., 2016)

A comparison of performance of K-complex classification methods using feature selection. - Elena Hernández-Pereira; Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Diego Álvarez-Estévez; Vicente Moret-Bonillo; Amparo Alonso-Betanzos (Inf. Sci., 2016)

Feature selection for high-dimensional data. - Verónica Bolón-Canedo; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos (Prog. Artif. Intell., 2016)

Exploring the consequences of distributed feature selection in DNA microarray data. - Verónica Bolón-Canedo; Konstantinos Sechidis; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Gavin Brown 001 (IJCNN, 2017)

Machine learning models to search relevant genetic signatures in clinical context. - Daniel Urda; Rafael Marcos Luque Baena; Leonardo Franco; José M. Jerez; Noelia Sánchez-Maroño (IJCNN, 2017)

Feature selection for label ranking. - Noelia Sánchez-Maroño; Beatriz Pérez-Sánchez (ESANN, 2018)

On the scalability of feature selection methods on high-dimensional data. - Verónica Bolón-Canedo; Diego Fernández-Francos; Diego Peteiro-Barral; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (Knowl. Inf. Syst., 2018)

Insights into distributed feature ranking. - Verónica Bolón-Canedo; Konstantinos Sechidis; Noelia Sánchez-Maroño; Amparo Alonso-Betanzos; Gavin Brown 001 (Inf. Sci., 2019)

A FIPA-ACL based communication utility for Unity. - Alejandro Rodríguez-Arias; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (WETICE, 2020)

Learning by Doing in Higher Education: An Experience to Increase Self-learning and Motivation in First Courses. - Oscar Fontenla-Romero; Francisco Bellas; Noelia Sánchez-Maroño; José Antonio Becerra (CISIS-ICEUTE, 2021)

Generating a Synthetic Population of Agents Through Decision Trees and Socio Demographic Data. - Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Alejandro Rodríguez-Arias; Noelia Sánchez-Maroño (IWANN (2), 2021)

Models of the five SMARTEES case study clusters. - Wander Jager; Amparo Alonso-Betanzos; Patrycja Antosz; Loes Bouman; Bertha Guijarro-Berdiñas; David Hales; Gary Polhill; Alejandro Rodríguez-Arias; Doug Salt; Noelia Sánchez-Maroño; Andrea Scalco (Zenodo, 2021)

How Agent-based modeling can help to foster sustainability projects. - Noelia Sánchez-Maroño; Alejandro Rodríguez-Arias; Adina Dumitru; Isabel Lema-Blanco; Bertha Guijarro-Berdiñas; Amparo Alonso-Betanzos (KES, 2022)

Agent-Based Model: Simulating a Virus Expansion Based on the Acceptance of Containment Measures. - Alejandro Rodríguez-Arias; Amparo Alonso-Betanzos; Bertha Guijarro-Berdiñas; Noelia Sánchez-Maroño (CoRR, 2023)

Agent-based model to assess public acceptance of an energy sustainability project in the island of El Hierro. - Alejandro Rodríguez-Arias; Noelia Sánchez-Maroño; Bertha Guijarro-Berdiñas; Amparo Alonso-Betanzos (KES, 2024)

EGAR: Environment Generator for Agent-Based Research. - Alejandro Rodríguez-Arias; Noelia Sánchez-Maroño; Bertha Guijarro-Berdiñas (PAAMS, 2024)

Analysis of voice recordings features for Classification of Parkinson's Disease. - Beatriz Pérez-Sánchez; Noelia Sánchez-Maroño; Miguel A. Díaz-Freire (SAC, 2024)

Simulating the Role of Norms in Processes of Social Innovation: Three Case Studies. - Wander Jager; Bertha Guijarro-Berdiñas; Loes Bouman; Patrycja Antosz; Amparo Alonso-Betanzos; Douglas Salt; J. Gareth Polhill; Alejandro Rodríguez-Arias; Noelia Sánchez-Maroño (J. Artif. Soc. Soc. Simul., 2024)

Communication and Negotiation to Improve Agent-Based Models. - Alejandro Rodríguez-Arias; Noelia Sánchez-Maroño; Bertha Guijarro-Berdiñas (ICAART (3), 2025)

ProgTutor: A Robotic-Based Framework to Support Teaching and Learning of Programming Fundamentals. - Javier Ortega-Morla; Antonio Leis; Alma Mallo; Laura Morán-Fernández; Sara Guerreiro-Santalla; Alejandro Paz-Lopez; Beatriz Pérez-Sánchez; Noelia Sánchez-Maroño; Alejandro Rodríguez-Arias; Oscar Fontenla-Romero; Francisco Bellas (IEEE Trans. Learn. Technol., 2025)

An agent-based model to simulate the public acceptability of social innovations. - Alejandro Rodríguez-Arias; Noelia Sánchez-Maroño; Bertha Guijarro-Berdiñas; Amparo Alonso-Betanzos; Isabel Lema-Blanco; Adina Dumitru (Expert Syst. J. Knowl. Eng., 2025)