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2018

Melki, G; Cano, A; Ventura, S

MIRSVM: Multi-Instance Support Vector Machine with Bag Representatives Journal Article

Pattern Recognition, 79 , pp. 228-241, 2018.

Links | BibTeX | Tags: Classification, Multi-instance Learning

Luna, J M; Reyes, O; del Jesus, M J; Ventura, S

Reglas de Asociacion en Datos Multi-Instancia mediante Programacion Genética Gramatical Inproceedings

IX Simposio Teoría y Aplicaciones de Minería de Datos, CAEPIA-2018, Granada, España, pp. 815–820, 2018.

BibTeX | Tags: Evolutionary Algorithms, Genetic Programming, Multi-instance Learning, Pattern Mining

2017

Cano, A

An ensemble approach to multi-view multi-instance learning Journal Article

Knowledge-Based Systems, 136 , pp. 46-57, 2017.

Links | BibTeX | Tags: Classification, Multi-instance Learning, Multi-view Learning

2016

Luna, J M; Cano, A; Sakalauskas, V; Ventura, S

Discovering useful patterns from multiple instance data Journal Article

Information Science, 357 , pp. 23–38, 2016.

Links | BibTeX | Tags: Association Rule Mining, Multi-instance Learning, Pattern Mining, Unsupervised Learning

2015

Cano, A; Zafra, A; Ventura, S

Speeding up multiple instance learning classification rules on GPUs Journal Article

Knowledge and Information Systems, 44 (1), pp. 127–145, 2015.

Links | BibTeX | Tags: GP-GPU, Multi-instance Learning

2013

Zafra, A; Pechenizkiy, M; Ventura, S

HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning Journal Article

Information Sciences, 222 , pp. 282-301, 2013.

Links | BibTeX | Tags: Evolutionary Algorithms, Feature Selection, Multi-instance Learning

Zafra, A; Romero, C; Ventura, S

DRAL: A tool for discovering relevant e-activities for learners Journal Article

Knowledge and Information Systems, 36 (1), pp. 211-250, 2013.

Links | BibTeX | Tags: Educational Data Mining, Multi-instance Learning

2012

Zafra, A; Ventura, S

Multi-instance genetic programming for predicting student performance in web based educational environments Journal Article

Applied Soft Computing Journal, 12 (8), pp. 2693-2706, 2012.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Predicting Student Performance

Zafra, A; Pechenizkiy, M; Ventura, S

ReliefF-MI: An extension of ReliefF to multiple instance learning Journal Article

Neurocomputing, 75 , pp. 210-218, 2012.

Links | BibTeX | Tags: Feature Selection, Multi-instance Learning

Zafra, A; Ventura, S

Multi-objective approach based on grammar-guided genetic programming for solving multiple instance problems Journal Article

Soft Computing, 16 (6), pp. 955-977, 2012.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Multi-objective Optimization

2011

Zafra, A; Gibaja, E; Ventura, S

Multiple instance learning with multiple objective genetic programming for web mining Journal Article

Applied Soft Computing Journal, 11 (1), pp. 93-102, 2011.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

Zafra, A; Romero, C; Ventura, S

Multiple instance learning for classifying students in learning management systems Journal Article

Expert Systems with Applications, 38 (12), pp. 15020-15031, 2011.

Links | BibTeX | Tags: Multi-instance Learning, Predicting Student Performance

2010

Zafra, A; Ventura, S

Grammar guided genetic programming for multiple instance learning: An experimental study Inproceedings

pp. 925-931, 2010.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

Zafra, A; Pechenizkiy, M; Ventura, S

Reducing dimensionality in multiple instance learning with a filter method Inproceedings

Proceedings of the 5th International Conference on Hybrid Artificial Intelligent Systems, HAIS'10, pp. 35-44, 2010.

Links | BibTeX | Tags: Feature Selection, Multi-instance Learning

Zafra, A; Ventura, S

Web usage mining for improving students performance in learning management systems Inproceedings

Proceedings of the 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA-AIE'10, pp. 439-449, 2010.

Links | BibTeX | Tags: Multi-instance Learning, Predicting Student Performance

Zafra, A; Ventura, S

G3P-MI: A genetic programming algorithm for multiple instance learning Journal Article

Information Sciences, 180 (23), pp. 4496-4513, 2010.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

Zafra, A; Pechenizkiy, M; Ventura, S

Feature selection is the reliefF for multiple instance learning Inproceedings

Proceedings of the 10th International Conference on Intelligent Systems Design and Applications, ISDA'10, pp. 525-532, 2010.

Links | BibTeX | Tags: Feature Selection, Multi-instance Learning

2009

Zafra, A

Multi-Instance Learning with MultiObjective Genetic Programming Incollection

Wang, J (Ed.): Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), pp. 1372–1379, IGI Global, 2009, ISBN: 9781605660103.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Multi-objective Optimization

Zafra, A; Ventura, S

Predicting Student Grades in Learning Management Systems with Multiple Instance Learning Genetic Programming Inproceedings

Barnes, T; Desmarais, M C; Romero, C; Ventura, S (Ed.): Educational Data Mining - EDM 2009, Cordoba, Spain, July 1-3, 2009. Proceedings of the 2nd International Conference on Educational Data Mining., pp. 309–318, www.educationaldatamining.org, 2009, ISBN: 978-84-613-2308-1.

Links | BibTeX | Tags: Multi-instance Learning, Predicting Student Performance

Zafra, A; Romero, C; Ventura, S

Predicting Academic Achievement Using Multiple Instance Genetic Programming Inproceedings

Ninth International Conference on Intelligent Systems Design and Applications, ISDA 2009, Pisa, Italy , November 30-December 2, 2009, pp. 1120–1125, IEEE Computer Society, 2009, ISBN: 978-0-7695-3872-3.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Predicting Student Performance

Zafra, A; Romero, C; Ventura, S; Herrera-Viedma, E

Multi-instance genetic programming for web index recommendation Journal Article

Expert Syst. Appl., 36 (9), pp. 11470–11479, 2009.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

Zafra, A; Ventura, S

A Comparison of Multi-objective Grammar-Guided Genetic Programming Methods to Multiple Instance Learning Inproceedings

Corchado, E; Wu, X; Oja, E; Herrero, A; Baruque, B (Ed.): Hybrid Artificial Intelligence Systems, 4th International Conference, HAIS 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, pp. 450–458, Springer, 2009, ISBN: 978-3-642-02318-7.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Multi-objective Optimization

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