PhD María Noelia Sánchez Maroño  

(TIT-UN)

Department Computer Science and Information Technology
Knowledgment area Computational Science and Artificial Intelligence
Research  Research group Laboratorio de Investigación y Desarrollo en Inteligencia Artificial
Research lines No data available from Curriculum Management System at UDC. (SUXI).
Contacto UDC directory
Orcid id0000-0003-4025-1405 ResearcherIDH-1623-2015

Teaching

Subjects taught

This section shows the teaching given in degrees, masters and other officers studies in last 6 years.

Subject and involved studies Total hours
Computational Intelligence for Bioinformatics 13
Computer Science
Degree in Electrical Engineering
75
Methodology of the Scientific Research 10.5
Programming II 44
Software Design 30
Subject and involved studies Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
13
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
61
Intelligent Systems Development
Degree in Computer Engineering
14
Methodology of the Scientific Research
Master in Efficiency and Energy Use
10.5
Programming II
Degree in Computer Engineering
103
Software Design
Degree in Computer Engineering
40
Subject and involved studies Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
20.5
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
57.5
Methodology of the Scientific Research
Master in Efficiency and Energy Use
10.5
Programming II
Degree in Computer Engineering
68.5
Software Design
Degree in Computer Engineering
48
Subject and involved studies Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
13
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
30
Degree Thesis Project
Computer Engineering
2
Methodology of the Scientific Research
Master in Efficiency and Energy Use
12
Programming II
Degree in Computer Engineering
75
Software Design
Degree in Computer Engineering
30
Subject and involved studies Total hours
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
30
Programming II
Degree in Computer Engineering
38
Software Design
Degree in Computer Engineering
26
Subject and involved studies Total hours
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
60
Programming II
Degree in Computer Engineering
93
Software Design
Degree in Computer Engineering
30

Defined tutoring by teacher for 2019/2020 academic course.

Faculty of Computer Science

Quarter Day Site
1st quarter Friday
11:00 a 12:30
Despacho 0.13
2nd quarter Wednesday
17:30 a 19:00
Despacho 0.13
2nd quarter Thursday
09:30 a 11:30
Despacho 0.13

Polytechnic University College

Quarter Day Site
1st quarter Tuesday
13:00 a 14:30
Despacho 233. Hasta el 9 de octubre
1st quarter Tuesday
17:30 a 19:00
Despacho 233. A partir del 15 de cotubre
1st quarter Wednesday
15:00 a 16:30
Despacho 233. A partir del 16 de octubre
1st quarter Wednesday
13:00 a 14:30
Despacho 233. Hasta el 9 de octubre
2nd quarter Tuesday
13:00 a 14:30
Despacho 233 (hasta el 26 de febrero)
2nd quarter Tuesday
16:30 a 18:00
Despacho 233 (a partir del 12 de marzo)

EOG works and final master thesis directed

Directed or codirected by current teacher since 2013 year.

Treatment of blood N-glycome metabolic data for association with type 2 diabetes.

Research results

Select merit type and year to query research merits.

Axudas para a consolidación e estruturación de unidades de investigación competitivas.GRC

Funding entity Consellería de Cultura, Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2019 to 20/11/2021

ALGORITMOS ESCALABLES DE APRENDIZAJE COMPUTACIONAL: MAS ALLA DE LA CLASIFICACIÓN Y LA REGRESION

Funding entity Ministerio de Economía y Competitividad (MINECO)
Main researches AMPARO ALONSO BETANZOS/OSCAR FONTENLA ROMERO
Type Proyecto Programas Nacionales
Dates From 01/01/2016 to 31/12/2019

Algoritmos de aprendizaje computacional en entornos distribuídos

Funding entity Ministerio de Economía y Competitividad (MINECO)
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Nacionales
Dates From 01/01/2013 to 31/12/2015

On the scalability of feature selection methods on high-dimensional data

Authors Verónica Bolón-Canedo, Diego Rego-Fernández, Diego Peteiro Barral, A. Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Journal KNOWLEDGE AND INFORMATION SYSTEMS Vol. 56 (pages 395 to 442)
DOI https://doi.org/10.1007/s10115-017-1140-3

On the development of conjunctival hyperemia computer-assisted diagnosis tools: Influence of feature selection and class imbalance in automatic gradings

Authors L. Sánchez, N. Barreira, N. Sánchez Maroño, A. Mosquera, c. García-Resúa, M. J. Giráldez
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 71 (pages 30 to 42)
DOI https://doi.org/10.1016/j.artmed.2016.06.004

A uni ed pipeline for online feature selection and classi cation.

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño, Diego Fernández Francos
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 55 (pages 532 to 545)

Feature selection for high-dimensional data.

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Noelia Sánchez-Maroño
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 5 Num. 2 (pages 65 to 75)
DOI https://doi.org/10.1007/s13748-015-0080-y

Real-time tear lm classi cation through cost-based feature selection.

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Noelia Sánchez-Maroño
Journal Lectures Notes in Computer Science Vol. 9420 (pages 78 to 98)

A comparison of performance of K-complex classifi cation methods using feature selection

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Elena Hernandez-Pereira
Journal INFORMATION SCIENCES Vol. 328 (pages 1 to 14)
DOI https://doi.org/10.1016/j.ins.2015.08.022

A unified pipeline for online feature selection and classification

Authors Verónica Bolón-Canedo, Diego Fernández Francos, Diego Peteiro Barral, A. Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 55 (pages 532 to 545)
DOI https://doi.org/10.1016/j.eswa.2016.02.035

Testing scenarios to achieve worplace sustainability goals using Backcasting and Agent-based Modeling,

Authors Ricardo García Mira, Dumitru, A., A. Alonso-Betanzos, Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Tony Craig, Gary Polhill
Journal ENVIRONMENT AND BEHAVIOR Vol. 49 Num. 9 (pages 1007 to 1037)
DOI https://doi.org/10.1177/0013916516673869

Recent advances and emerging challenges in feature selection.

Authors Verónica Bolón-Canedo, N. Sánchez Maroño, Amparo Alonso-Betanzos
Journal Knowledge-Based Systems
DOI https://doi.org/10.1016/j.knosys.2015.05.014

Distributed feature selection: An application to microarray data classification

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Applied Soft Computing
DOI https://doi.org/10.1016/j.asoc.2015.01.035

An Agent-Based Model for Simulating Environmental Behavior in an Educational Organization

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Carlota Brinquis-Nuñez, Gary Polhill, Tony Craig, Adina Dumitru, Ricardo García Mira
Journal NEURAL PROCESSING LETTERS (pages 89 to 118)
DOI https://doi.org/10.1007/s11063-014-9390-5

A Methodology for Improving Tear Film Lipid Layer Classification

Authors Bea Remeseiro, Bolon-Canedo, Veronica, Peteiro-Barral, Diego, Alonso-Betanzos, Amparo, Guijarro-Berdinas, Bertha, Mosquera, Antonio, Penedo, Manuel G., Sanchez-Marono, Noelia
Journal IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS Vol. 18 Num. 4 (pages 1485 to 1493)
DOI https://doi.org/10.1109/jbhi.2013.2294732

A review of microarray datasets and applied feature selection methods

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, José Manuel Benítez, F. Herrera
Journal INFORMATION SCIENCES Vol. 282 (pages 111 to 135)
DOI https://doi.org/10.1016/j.ins.2014.05.042

Data classification using an ensemble of filters

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Neurocomputing Vol. 135 (pages 13 to 20)
DOI https://doi.org/10.1016/j.neucom.2013.03.067

A framework for cost-based feature selection

Authors Verónica Bolón-Canedo, Iago Porto Díaz, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal PATTERN RECOGNITION Vol. 47 Num. 7 (pages 2481 to 2489)
DOI https://doi.org/10.1016/j.patcog.2014.01.008

An insight into microarray datasets and feature selection me-thods: a framework for ongoing studies

Authors Bolon-Canedo, Veronica, N. Sánchez Maroño, A. Alonso Betanzos, José Manuel Benítez, F. Herrera
Journal INFORMATION SCIENCES Vol. 282 (pages 111 to 135)

Toward the scalability of neural networks through feature selection.

Authors Peteiro-Barral, Diego, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Guijarro-Berdinas, Bertha, Noelia Sánchez-Maroño
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 40 Num. 8 (pages 2807 to 2816)
DOI https://doi.org/10.1016/j.eswa.2012.11.016

A review of feature selection methods on synthetic data

Authors Verónica Bolon Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal KNOWLEDGE AND INFORMATION SYSTEMS Vol. 34 Num. 3 (pages 483 to 519)
DOI https://doi.org/10.1007/s10115-012-0487-8

An ensemble of filters and classifiers for microarray data classification

Authors Bolon-Canedo, Veronica, N. Sánchez Maroño, A. Alonso Betanzos
Journal PATTERN RECOGNITION Vol. 45 Num. 1 (pages 531 to 539)

Reducing dimensionality in a database of sleep EEG arousals

Authors Diego Alvarez Estevez, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 38 Num. 6 (pages 7746 to 7754)

Feature selection and classification in multiple class datasets: An application to KDD Cup 99 dataset

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 38 Num. 5 (pages 5947 to 5957)

Scalability Analysis of ANN Training Algorithms with Feature Selection

Authors Verónica Bolon Canedo, Diego Peteiro Barral, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 7023 (pages 84 to 93)

On the Behavior of Feature Selection Methods Dealing with Noise and Relevance over Synthetic Scenarios

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Verónica Bolón-Canedo
Journal 2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) (pages 1530 to 1537)

Combining functional networks and sensitivity analysis as wrapper method for feature selection

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 38 Num. 10 (pages 12930 to 12938)

An improved version of the wrapper feature selection method based on functional decomposition

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Beatriz Pérez-Sánchez
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4669 Num. 2 (pages 240 to 249)

Feature selection based on sensitivity analysis

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4788 (pages 239 to 248)

Filter methods for feature selection. A comparative study

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, María Tombilla Sanromán
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4881 (pages 178 to 187)

Functional network topology learning and sensitivity analysis based on ANOVA decomposition

Authors Enrique Ron Castillo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Carmen Castillo Sánchez
Journal Neural Computation Vol. 19 Num. 1 (pages 231 to 257)

Functional Networks and Analysis of Variance for Feature Selection

Authors Noelia Sánchez-Maroño, María Caamaño Fernández, Enrique Castillo Ron, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4224 (pages 1031 to 1038)

Modelling engineering problems using Dimensional Analysis for feature extraction.

Authors Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Enrique Castillo, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 3697 (pages 949 to 954)

Recovering Missing Data with Functional and Bayesian Networks

Authors Enrique Castillo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Carmen Castillo
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2687 (pages 489 to 496)

Agent-Based Modeling of Sustainable Behaviors

Authors A. Alonso-Betanzos, N. Sánchez-Maroño, Óscar Fontenla-Romero
Editors A. Alonso-Betanzos, N. Sánchez-Maroño, Óscar Fontenla-Romero, G. Polhil, T. Craig, Javier Bajo Pérez, J. M. Corchado
Publishing SPRINGER, (España)
ISBN 978-3-319-46330-8

Feature Selection for high-dimensional data

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Publishing Artificial intelligence (Berlin Springer), (España)
ISBN 978-3-319-21858-8

Up-to-date feature selection methods for scalable and efficient machine learning

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Diego Fernández Francos, Iago Porto Díaz, Noelia Sánchez-Maroño
Publishing IGI Global, (España)
ISBN 978-1466639423

Empirically-derived behavioral rules in agent-based models using decision trees learned from questionnaire data

Authors A. Alonso-Betanzos. Óscar Fontenla-Romero. Noelia Sánchez-Maroño. Gary Polhill. T. Craig
Book Agent-Based Modeling of Sustainable Behaviors
Publishing: SPRINGER.
ISBN: 978-3-319-46330-8
Pages From 53 to 76

Interactions matter: modelling everyday pro-environmental norm transmission and difussion in workplace networks

Authors G. Polhil. T. Craig. A. Alonso-Betanzos. Noelia Sánchez-Maroño. Óscar Fontenla-Romero. A. Dumitru. Ricardo García Mira. Mirilia Bonnes. Marino Bonaiuto. Giuseppe Carrus. Fridanna Maricchiolo. Ferdinando Fornara. Corina Ilin. Linda Steg. Angela Ruepert. Kees Keizer
Book Agent-Based Modeling of Sustainable Behaviors
Publishing: SPRINGER.
ISBN: 978-3-319-46330-8
Pages From 27 to 52

Preprocessing in Big Data: New challenges for discretization and feature selection

Authors Verónica Bolón-Canedo. Noelia Sánchez-Maroño. A. Alonso-Betanzos
Book Frontiers in Data Science
Publishing: Taylor & Francis.
ISBN: 1498799329
Pages From 175 to 195

Web-based Multimedia Tools for Monitoring and E-learning

Authors Francisco Javier Bellas Bouza. Óscar Fontenla-Romero. Noelia Sánchez-Maroño. Jose Antonio Becerra Permuy
Book Monitoring and Assessment in Online Collaborative Environments
Vol. - Publishing: IGI Global - Information Science Reference.
ISBN: 978-1-60566-786-7
Pages From 1 to 21

Redes Neuronales.

Authors Bertha Guijarro-Berdiñas. Óscar Fontenla-Romero. Noelia Sánchez-Maroño
Book Inteligencia Artificial: Técnicas, Métodos y Aplicaciones
Vol. - ISBN: 978-84-481-5618-3
Pages From 649 to 689

Feature Selection

Authors Noelia Sánchez-Maroño. Amparo Alonso-Betanzos
Book Encyclopedia of Artificial Intelligence
Vol. - Publishing: IGI Global.
ISBN: 978-1-59904-849-9
Pages From 632 to 638

Novel feature selection methods for high dimensional data

Autor Verónica Bolón Canedo
Director/s María Amparo Alonso Betanzos; María Noelia Sánchez Maroño
Scope Computación
Qualification Sobresaliente Cum Laude

Influence of internal values and social networks for achieving sustainable organizations
21st European Conference on Artificial Intelligence (ECAI'2014)
International

Authors Noelia Sanchez Maroño, Amparo Alonso-Betanzos, O. Fontenla Romero, Carlota Brinquis-Nuñez, Gary Polhill, T. Craig
Place Praga (República Checa)

Novel feature selection methods for high dimensional data
6th International Conference on Agents and Artificial Intelligence (ICAART 2014)
International

Authors Verónica Bolón Canedo, Noelia Sanchez Maroño, Amparo Alonso-Betanzos
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Angers (Francia)

Multiclass classifiers vs multiple binary classifiers using filters for feature selection
2010 IEEE World Congress on Computational Intelligence (IEEE WCCI 2010). 2010 International Joint Conference on Neural Networks (IJCNN 2010)
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Pablo García González, Verónica Bolón Canedo
Place Barcelona (España)

On the Effectiveness of Discretization on Gene Selection of Microarray Data
2010 IEEE World Congress on Computational Intelligence (IEEE WCCI 2010). 2010 International Joint Conference on Neural Networks (IJCNN 2010)
International

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Place Barcelona (España)

Feature selection and conversion methods in KDDCup dataset: A comparison of performance
International Conference Artificial Intelligence and Applications (AIA)
International

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Elena Hernandez-Pereira
Place Innsbruck (Austria)

A Privacy-Preserving Distributed and Incremental Learning Method for Intrusion Detection
International Conference on Artificial Neural Networks (ICANN 2010) - Lecture Notes in Computer Science 6352
International

Authors Bertha Guijarro-Berdiñas, Santiago Fernández Lorenzo, Noelia Sánchez-Maroño, Óscar Fontenla-Romero
Place Salónica (Grecia)

A wrapper method for feature selection in multiple classes dataset
10th International Work-Conference on Artificial Neural Networks (IWANN2009)
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Rosa M. Calvo Estévez
Place Salamanca (España)

Filter-based Feature Selection for the Detection of Arousals in Sleep Studies.
CAEPIA-TTIA 2009, XIII Conferencia de la Asociación Española para la Inteligencia Artificial
International

Authors Diego Álvarez Estévez, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Place Sevilla (España)

A combination of discretization and filter methods for improving classification performance in KDD Cup 99 dataset.
IJCNN'09, International Joint Conference on Neural Networks
International

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Place Atlanta (Estados Unidos)

A Novel Hybrid Method for Feature Subset Selection
ASC 2008, 12th IASTED International Conference Artificial Intelligence and Soft Computing.
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, María Tombilla Sanromán
Place España

Classification of computer intrusions using functional networks. A comparative study
ESANN 2007, 15 th. European Symposium on Artificial Neural Networks
International

Authors Amparo Alonso-Betanzos, Noelia Sánchez-Maroño, F. M. Carballal Fortes, Juan Suárez Romero, Beatriz Pérez-Sánchez
Place Brujas (Países Bajos)

Aportaciones e ideas para el rediseño de la asignatura de Fundamentos de Informática al EEES
JENUI 2006, XII Jornadas de Enseñanza Universitaria de la Informática
National

Authors Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Francisco Javier Bellas Bouza
Place Bilbao (España)

Sistema inteligente para el mantenimiento predictivo en buques
CAEPIA 2005. XI Conferencia de la Asociación Española pra la Inteligencia Artificial
National

Authors Julián Fontela Vivanco, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño, Juan Antonio Suárez Romero
Place Santiago de Compostela (España)

A new wrapper method for feature subset selection
ESANN 2005. European Symposium on Artificial Neural Networks
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Enrique Castillo
Place Brujas (Países Bajos)

Shear strength prediction using dimensional analysis and functional networks
EUROPEAN SYMPOSIUM ON ARTIFICIAL NEURAL NETWORKS (ESANN 2004)
International

Authors Amparo Alonso-Betanzos, Enrique Castillo Ron, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Place Brujas (Bélgica)

Self-Organizing Maps and Functional Networks for Local Dynamic Modeling
European Symposium on Artificial Neural Networks. ESANN2003
International

Authors Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Place Brujas (Bélgica)