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1

[Intelligent Systems Reference Library] Recent Advances in Ensembles for Feature Selection Volume 147 ||

Bolón-Canedo, Verónica, Alonso-Betanzos, Amparo

Year:

2018

Language:

english

File:

PDF, 4.70 MB

english, 2018

2

[Intelligent Systems Reference Library] Recent Advances in Ensembles for Feature Selection Volume 147 || Foundations of Ensemble Learning

Bolón-Canedo, Verónica, Alonso-Betanzos, Amparo

Year:

2018

Language:

english

File:

PDF, 380 KB

english, 2018

3

[Artificial Intelligence: Foundations, Theory, and Algorithms] Feature Selection for High-Dimensional Data ||

Bolón-Canedo, Verónica, Sánchez-Maroño, Noelia, Alonso-Betanzos, Amparo

Year:

2015

Language:

english

File:

PDF, 1.25 MB

english, 2015

4

On the use of feature selection to improve the detection of sea oil spills in SAR images

Mera, David, Bolon-Canedo, Veronica, Cotos, J.M., Alonso-Betanzos, Amparo

Journal:

Computers & Geosciences

Year:

2017

Language:

english

File:

PDF, 701 KB

english, 2017

5

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

Bolón-Canedo, V., Rego-Fernández, D., Peteiro-Barral, D., Alonso-Betanzos, A., Guijarro-Berdiñas, B., Sánchez-Maroño, N.

Journal:

Knowledge and Information Systems

Year:

2017

Language:

english

File:

PDF, 2.36 MB

english, 2017

6

Data analysis and feature selection for predictive maintenance: A case-study in the metallurgic industry

Fernandes, Marta, Canito, Alda, Bolón-Canedo, Verónica, Conceição, Luís, Praça, Isabel, Marreiros, Goreti

Journal:

International Journal of Information Management

Year:

2018

Language:

english

File:

PDF, 3.08 MB

english, 2018

7

Biases in feature selection with missing data

Seijo-Pardo, Borja, Alonso-Betanzos, Amparo, Bennett, Kristin P., Bolón-Canedo, Verónica, Josse, Julie, Saeed, Mehreen, Guyon, Isabelle

Journal:

Year:

2019

Language:

english

File:

PDF, 2.13 MB

english, 2019

8

[Methods in Molecular Biology] Microarray Bioinformatics Volume 1986 || A Review of Microarray Datasets: Where to Find Them and Specific Characteristics

Bolón-Canedo, Verónica, Alonso-Betanzos, Amparo

Year:

2019

Language:

english

File:

PDF, 670 KB

english, 2019

9

A review of feature selection methods in medical applications

Remeseiro, Beatriz, Bolon-Canedo, Veronica

Journal:

Computers in Biology and Medicine

Year:

2019

Language:

english

File:

PDF, 2.66 MB

english, 2019

10

Data classification using an ensemble of filters

Bolón-Canedo, V., Sánchez-Maroño, N., Alonso-Betanzos, A.

Journal:

Year:

2014

Language:

english

File:

PDF, 636 KB

english, 2014

11

Distributed feature selection: An application to microarray data classification

Bolón-Canedo, V., Sánchez-Maroño, N., Alonso-Betanzos, A.

Journal:

Applied Soft Computing

Year:

2015

Language:

english

File:

PDF, 1.48 MB

english, 2015

12

[Artificial Intelligence: Foundations, Theory, and Algorithms] Feature Selection for High-Dimensional Data || Feature Selection in DNA Microarray Classification

Bolón-Canedo, Verónica, Sánchez-Maroño, Noelia, Alonso-Betanzos, Amparo

Year:

2015

Language:

english

File:

PDF, 302 KB

english, 2015

13

A unified pipeline for online feature selection and classification

Bolon-Canedo, Veronica, Fernández-Francos, Diego, Peteiro-Barral, Diego, Alonso-Betanzos, Amparo, Guijarro-Berdiñas, Bertha, Sánchez-Maroño, Noelia

Journal:

Expert Systems with Applications

Year:

2016

Language:

english

File:

PDF, 1.69 MB

english, 2016

14

Feature selection for high-dimensional data

Bolón-Canedo, Verónica, Sánchez-Maroño, Noelia, Alonso-Betanzos, Amparo

Journal:

Progress in Artificial Intelligence

Year:

2016

Language:

english

File:

PDF, 521 KB

english, 2016

15

Fast-mRMR: Fast Minimum Redundancy Maximum Relevance Algorithm for High-Dimensional Big Data

Ramírez-Gallego, S., Lastra, I., Martínez-Rego, D., Bolón-Canedo, V., Benítez, J. M., Herrera, F., Alonso-Betanzos, A.

Journal:

International Journal of Intelligent Systems

Year:

2016

Language:

english

File:

PDF, 696 KB

english, 2016

16

Multithreaded and Spark parallelization of feature selection filters

Eiras-Franco, Carlos, Bolón-Canedo, Verónica, Ramos, Sabela, González-Domínguez, Jorge, Alonso-Betanzos, Amparo, Touriño, Juan

Journal:

Journal of Computational Science

Year:

2016

Language:

english

File:

PDF, 1.83 MB

english, 2016

17

Centralized vs. distributed feature selection methods based on data complexity measures

Morán-Fernández, L., Bolón-Canedo, V., Alonso-Betanzos, A.

Journal:

Knowledge-Based Systems

Year:

2016

Language:

english

File:

PDF, 1.05 MB

english, 2016

18

An Information Theory-Based Feature Selection Framework for Big Data Under Apache Spark

Ramirez-Gallego, Sergio, Mourino-Talin, Hector, Martinez-Rego, David, Bolon-Canedo, Veronica, Benitez, Jose Manuel, Alonso-Betanzos, Amparo, Herrera, Francisco

Journal:

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Year:

2017

Language:

english

File:

PDF, 1.06 MB

english, 2017

19

On developing an automatic threshold applied to feature selection ensembles

Seijo-Pardo, B., Bolón-Canedo, V., Alonso-Betanzos, A.

Journal:

Information Fusion

Year:

2018

Language:

english

File:

PDF, 1005 KB

english, 2018

20

[Methods in Molecular Biology] Microarray Bioinformatics Volume 1986 || Statistical Analysis of Microarray Data

Bolón-Canedo, Verónica, Alonso-Betanzos, Amparo

Year:

2019

Language:

english

File:

PDF, 1.09 MB

english, 2019

21

CUDA-JMI: Acceleration of feature selection on heterogeneous systems

González-Domínguez, Jorge, Expósito, Roberto R., Bolón-Canedo, Verónica

Journal:

Future Generation Computer Systems

Year:

2020

Language:

english

File:

PDF, 1.19 MB

english, 2020

22

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

V. Bolón-Canedo, N. Sánchez-Maroño, A. Alonso-Betanzos

Journal:

Expert Systems with Applications

Year:

2011

Language:

english

File:

PDF, 370 KB

english, 2011

23

A study of performance on microarray data sets for a classifier based on information theoretic learning

Iago Porto-Díaz, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Oscar Fontenla-Romero

Journal:

Neural Networks

Year:

2011

Language:

english

File:

PDF, 382 KB

english, 2011

24

An ensemble of filters and classifiers for microarray data classification

V. Bolón-Canedo, N. Sánchez-Maroño, A. Alonso-Betanzos

Journal:

Pattern Recognition

Year:

2012

Language:

english

File:

PDF, 236 KB

english, 2012

25

Toward the scalability of neural networks through feature selection

Peteiro-Barral, D., Bolón-Canedo, V., Alonso-Betanzos, A., Guijarro-Berdiñas, B., Sánchez-Maroño, N.

Journal:

Expert Systems with Applications

Year:

2013

Language:

english

File:

PDF, 334 KB

english, 2013

26

A framework for cost-based feature selection

Bolón-Canedo, V., Porto-Díaz, I., Sánchez-Maroño, N., Alonso-Betanzos, A.

Journal:

Pattern Recognition

Year:

2014

Language:

english

File:

PDF, 661 KB

english, 2014

27

A review of microarray datasets and applied feature selection methods

Bolón-Canedo, V., Sánchez-Maroño, N., Alonso-Betanzos, A., Benítez, J.M., Herrera, F.

Journal:

Information Sciences

Year:

2014

Language:

english

File:

PDF, 1.77 MB

english, 2014

28

A Methodology for Improving Tear Film Lipid Layer Classification

Remeseiro, Beatriz, 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

Year:

2014

Language:

english

File:

PDF, 920 KB

english, 2014

29

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - On the effectiveness of discretization on gene selection of microarray data

Bolon-Canedo, V., Sanchez-Marono, N., Alonso-Betanzos, A.

Year:

2010

Language:

english

File:

PDF, 623 KB

english, 2010

30

[IEEE 2009 International Joint Conference on Neural Networks (IJCNN 2009 - Atlanta) - Atlanta, Ga, USA (2009.06.14-2009.06.19)] 2009 International Joint Conference on Neural Networks - A combination of discretization and filter methods for improving classification performance in KDD Cup 99 dataset

Bolon-Canedo, V., Sanchez-Marono, N., Alonso-Betanzos, A.

Year:

2009

Language:

english

File:

PDF, 1.14 MB

english, 2009

31

[IEEE 2011 11th International Conference on Intelligent Systems Design and Applications (ISDA) - Cordoba, Spain (2011.11.22-2011.11.24)] 2011 11th International Conference on Intelligent Systems Design and Applications - Toward an ensemble of filters for classification

Bolon-Canedo, V., Sanchez-Marono, N., Alonso-Betanzos, A.

Year:

2011

Language:

english

File:

PDF, 226 KB

english, 2011

32

[IEEE 2011 International Joint Conference on Neural Networks (IJCNN 2011 - San Jose) - San Jose, CA, USA (2011.07.31-2011.08.5)] The 2011 International Joint Conference on Neural Networks - On the behavior of feature selection methods dealing with noise and relevance over synthetic scenarios

Bolon-Canedo, V., Sanchez-Marono, N., Alonso-Betanzos, A.

Year:

2011

Language:

english

File:

PDF, 293 KB

english, 2011

33

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - Multiclass classifiers vs multiple binary classifiers using filters for feature selection

Sanchez-Marono, N., Alonso-Betanzos, A., Garcia-Gonzalez, P., Bolon-Canedo, V.

Year:

2010

Language:

english

File:

PDF, 858 KB

english, 2010

34

Recent advances and emerging challenges of feature selection in the context of big data

Bolón-Canedo, V., Sánchez-Maroño, N., Alonso-Betanzos, A.

Journal:

Knowledge-Based Systems

Year:

2015

Language:

english

File:

PDF, 14.55 MB

english, 2015

35

Dealing with inter-expert variability in retinopathy of prematurity: A machine learning approach

Bolón-Canedo, V., Ataer-Cansizoglu, E., Erdogmus, D., Kalpathy-Cramer, J., Fontenla-Romero, O., Alonso-Betanzos, A., Chiang, M.F.

Journal:

Computer Methods and Programs in Biomedicine

Year:

2015

Language:

english

File:

PDF, 3.52 MB

english, 2015

36

A comparison of performance of K-complex classification methods using feature selection

Hernández-Pereira, Elena, Bolón-Canedo, Veronica, Sánchez-Maroño, Noelia, Álvarez-Estévez, Diego, Moret-Bonillo, Vicente, Alonso-Betanzos, Amparo

Journal:

Information Sciences

Year:

2016

Language:

english

File:

PDF, 825 KB

english, 2016

37

[IEEE 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI 2015) - Brooklyn, NY, USA (2015.4.16-2015.4.19)] 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI) - A GMM-based feature extraction technique for the automated diagnosis of Retinopathy of Prematurity

Bolon-Canedo, V., Ataer-Cansizoglu, E., Erdogmus, D., Kalpathy-Cramer, J., Chiang, M.F.

Year:

2015

Language:

english

File:

PDF, 1.83 MB

english, 2015

38

[Artificial Intelligence: Foundations, Theory, and Algorithms] Feature Selection for High-Dimensional Data || Foundations of Feature Selection

Bolón-Canedo, Verónica, Sánchez-Maroño, Noelia, Alonso-Betanzos, Amparo

Year:

2015

Language:

english

File:

PDF, 194 KB

english, 2015

39

[Artificial Intelligence: Foundations, Theory, and Algorithms] Feature Selection for High-Dimensional Data || A Critical Review of Feature Selection Methods

Bolón-Canedo, Verónica, Sánchez-Maroño, Noelia, Alonso-Betanzos, Amparo

Year:

2015

Language:

english

File:

PDF, 313 KB

english, 2015

40

[IEEE 2012 IEEE 24th International Conference on Tools with Artificial Intelligence (ICTAI 2012) - Athens (2012.11.7-2012.11.9)] 2012 IEEE 24th International Conference on Tools with Artificial Intelligence - Interferential Tear Film Lipid Layer Classification: An Automatic Dry Eye Test

Bolon-Canedo, V., Peteiro-Barral, D., Remeseiro, B., Alonso-Betanzos, Amparo, Guijarro-Berdinas, B., Mosquera, A., Penedo, M. G., Sanchez-Marono, N.

Year:

2012

Language:

english

File:

PDF, 443 KB

english, 2012

41

Expert Diagnosis of Plus Disease in Retinopathy of Prematurity From Computer-Based Image Analysis

Campbell, J. Peter, Ataer-Cansizoglu, Esra, Bolon-Canedo, Veronica, Bozkurt, Alican, Erdogmus, Deniz, Kalpathy-Cramer, Jayashree, Patel, Samir N., Reynolds, James D., Horowitz, Jason, Hutcheson, Kelly

Journal:

JAMA Ophthalmology

Year:

2016

Language:

english

File:

PDF, 296 KB

english, 2016

42

Data discretization: taxonomy and big data challenge

Ramírez-Gallego, Sergio, García, Salvador, Mouriño-Talín, Héctor, Martínez-Rego, David, Bolón-Canedo, Verónica, Alonso-Betanzos, Amparo, Benítez, José Manuel, Herrera, Francisco

Journal:

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Year:

2016

Language:

english

File:

PDF, 1.88 MB

english, 2016

43

Plus disease: is it more than meets the ICROP?

Campbell, John P., Ataer-Cansizoglu, Esra, Bolon-Canedo, Veronica, Erdogmus, Deniz, Kalpathy-Cramer, Jayashree, Patel, Samir, Chan, R.V.P., Chiang, Michael F.

Journal:

Journal of American Association for Pediatric Ophthalmology and Strabismus

Year:

2016

Language:

english

File:

PDF, 42 KB

english, 2016

44

Ensemble Feature Selection: Homogeneous and Heterogeneous Approaches

Seijo-Pardo, B., Porto-Díaz, I., Bolón-Canedo, V., Alonso-Betanzos, A.

Journal:

Knowledge-Based Systems

Year:

2016

Language:

english

File:

PDF, 2.87 MB

english, 2016

45

Can classification performance be predicted by complexity measures? A study using microarray data

Morán-Fernández, L., Bolón-Canedo, V., Alonso-Betanzos, A.

Journal:

Knowledge and Information Systems

Year:

2017

Language:

english

File:

PDF, 1.14 MB

english, 2017

46

Testing Different Ensemble Configurations for Feature Selection

Seijo-Pardo, Borja, Bolón-Canedo, Verónica, Alonso-Betanzos, Amparo

Journal:

Neural Processing Letters

Year:

2017

Language:

english

File:

PDF, 2.80 MB

english, 2017

47

On the use of different base classifiers in multiclass problems

Morán-Fernández, L., Bolón-Canedo, V., Alonso-Betanzos, A.

Journal:

Progress in Artificial Intelligence

Year:

2017

Language:

english

File:

PDF, 475 KB

english, 2017

48

[IEEE 2017 International Joint Conference on Neural Networks (IJCNN) - Anchorage, AK, USA (2017.5.14-2017.5.19)] 2017 International Joint Conference on Neural Networks (IJCNN) - Paving the way for providing teaching feedback in automatic evaluation of open response assignments

Bolon-Canedo, Veronica, Diez, Jorge, Luaces, Oscar, Bahamonde, Antonio, Alonso-Betanzos, Amparo

Year:

2017

Language:

english

File:

PDF, 373 KB

english, 2017

49

[IEEE 2017 International Joint Conference on Neural Networks (IJCNN) - Anchorage, AK, USA (2017.5.14-2017.5.19)] 2017 International Joint Conference on Neural Networks (IJCNN) - Exploring the consequences of distributed feature selection in DNA microarray data

Bolon-Canedo, Veronica, Sechidis, Konstantinos, Sanchez-Marono, Noelia, Alonso-Betanzos, Amparo, Brown, Gavin

Year:

2017

Language:

english

File:

PDF, 207 KB

english, 2017

50

Exploring Guidelines for Classification of Major Heart Failure Subtypes by Using Machine Learning

Alonso-Betanzos, Amparo, Bolón-Canedo, Verónica, Heyndrickx, Guy R., Kerkhof, Peter L.M.

Journal:

Clinical Medicine Insights Cardiology

Year:

2015

Language:

english

File:

PDF, 2.48 MB

english, 2015