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Coordinador en Ciencia de datos y Big Data

Sebastián Ventura Soto

Coordinación de Áreas, Highly Cited Researcher

Universidad de Córdoba

SCOPUS Highly Cited Research en el año 2020

En 2020 ha sido incluido en el listado de investigadores «World Scientist: World´s Top 2% Scientists” publicado en la prestigiosa revista Plos Biology en la que se recoge la elite mundial en el mundo de la investigación científica.

Publicaciones

An ensemble-based convolutional neural network model powered by a genetic algorithm for melanoma diagnosis
AUTHORS: Eduardo Pérez; Sebastián Ventura

Neural Computing and Applications

  • 2022
  • journal-article
Auto-adaptive Grammar-Guided Genetic Programming algorithm to build Ensembles of Multi-Label Classifiers
AUTHORS: Jose M. Moyano; Sebastián Ventura

Information Fusion

  • 2022
  • journal-article
Course Recommendation based on Sequences: An Evolutionary Search of Emerging Sequential Patterns
AUTHORS: Mohammed Ibrahim Al-Twijri; José María Luna; Francisco Herrera; Sebastián Ventura

Cognitive Computation

  • 2022
  • journal-article
Data mining in predictive maintenance systems: A taxonomy and systematic review

WIREs Data Mining and Knowledge Discovery

  • 2022
  • journal-article
Facing Up Fare War: Generating Competitive Price Models With Gene Expression Programming
AUTHORS: Marco Antonio Barron; Jose Maria Luna; Sebastian Ventura

IEEE Access

  • 2022
  • journal-article
Improving the understanding of cancer in a descriptive way: An emerging pattern mining‐based approach
AUTHORS: Antonio Manuel Trasierras; José María Luna; Sebastián Ventura

International Journal of Intelligent Systems

  • 2022
  • journal-article
Modeling and predicting students’ engagement behaviors using mixture Markov models

Knowledge and Information Systems

  • 2022
  • journal-article
Reducing the Label Space a Predefined Ratio for a More Efficient Multilabel Classification
AUTHORS: Jose M. Moyano; Jose M. Luna; Sebastian Ventura

IEEE Access

  • 2022
  • journal-article
Smart Operators for Inducing Colorectal Cancer Classification Trees with PonyGE2 Grammatical Evolution Python Package
AUTHORS: Jose A. Delgado-Osuna; Carlos Garcia-Martinez; Sebastian Ventura
  • 2022
  • conference-paper
Subgroup discovery in MOOCs: a big data application for describing different types of learners

Interactive Learning Environments

  • 2022
  • journal-article
Classification Accuracy of Hepatitis C Virus Infection Outcome: Data Mining Approach
AUTHORS: Mario Frias; Jose M Moyano; Antonio Rivero-Juarez; Jose M Luna; Ángela Camacho; Habib M Fardoun; Isabel Machuca; Mohamed Al-Twijri; Antonio Rivero; Sebastian Ventura

Journal of Medical Internet Research

  • 2021
  • journal-article
Melanoma Recognition by Fusing Convolutional Blocks and Dynamic Routing between Capsules
AUTHORS: Eduardo Pérez; Sebastián Ventura

Cancers

  • 2021
  • journal-article
Mining local periodic patterns in a discrete sequence
AUTHORS: Philippe Fournier-Viger; Peng Yang; Rage Uday Kiran; Sebastian Ventura; José María Luna

Information Sciences

  • 2021
  • journal-article
Classification Accuracy of Hepatitis C Virus Infection Outcome: Data Mining Approach (Preprint)
AUTHORS: Mario Frias; Jose M Moyano; Antonio Rivero-Juarez; Jose M Luna; Ángela Camacho; Habib M Fardoun; Isabel Machuca; Mohamed Al-Twijri; Antonio Rivero; Sebastian Ventura
  • 2020
  • other
Combining multi-label classifiers based on projections of the output space using Evolutionary algorithms
AUTHORS: Moyano, J.M.; Gibaja, E.L.; Cios, K.J.; Ventura, S.

Knowledge-Based Systems

  • 2020
  • journal-article
Educational data mining and learning analytics: An updated survey

WIREs Data Mining and Knowledge Discovery

  • 2020
  • journal-article
Exceptional in so Many Ways—Discovering Descriptors That Display Exceptional Behavior on Contrasting Scenarios
AUTHORS: Jose Maria Luna; Mykola Pechenizkiy; Wouter Duivesteijn; Sebastian Ventura

IEEE Access

  • 2020
  • journal-article
Extracting User-Centric Knowledge on Two Different Spaces: Concepts and Records
AUTHORS: Jose Maria Luna; Philippe Fournier-Viger; Sebastian Ventura

IEEE Access

  • 2020
  • journal-article
Fast Convergence of Competitive Spiking Neural Networks with Sample-Based Weight Initialization
AUTHORS: Paolo Gabriel Cachi; Sebastián Ventura; Krzysztof Jozef Cios
  • 2020
  • book-chapter
Splicing machinery dysregulation drives glioblastoma development/aggressiveness: oncogenic role of SRSF3
AUTHORS: Antonio C Fuentes-Fayos; Mari C Vázquez-Borrego; Juan M Jiménez-Vacas; Leire Bejarano; Sergio Pedraza-Arévalo; Fernando L.-López; Cristóbal Blanco-Acevedo; Rafael Sánchez-Sánchez; Oscar Reyes; Sebastián Ventura; Juan Solivera; Joshua J Breunig; María A Blasco; Manuel D Gahete; Justo P Castaño; Raúl M Luque

Brain

  • 2020
  • journal-article
A Grammar-Guided Genetic Programing Algorithm for Associative Classification in Big Data
AUTHORS: Padillo, F.; Luna, J.M.; Ventura, S.

Cognitive Computation

  • 2019
  • journal-article
An evolutionary approach to build ensembles of multi-label classifiers
AUTHORS: Jose M. Moyano; Eva L. Gibaja; Krzysztof J. Cios; Sebastián Ventura

Information Fusion

  • 2019
  • journal-article
Distributed Selection of Continuous Features in Multilabel Classification Using Mutual Information
AUTHORS: Jorge Gonzalez-Lopez; Sebastian Ventura; Alberto Cano

IEEE Transactions on Neural Networks and Learning Systems

  • 2019
  • journal-article
Evaluating associative classification algorithms for Big Data
AUTHORS: Francisco Padillo; José María Luna; Sebastián Ventura

Big Data Analytics

  • 2019
  • journal-article
Frequent itemset mining: A 25 years review
AUTHORS: José María Luna; Philippe Fournier‐Viger; Sebastián Ventura

WIREs Data Mining and Knowledge Discovery

  • 2019
  • journal-article
WordificationMI: multi-relational data mining through multiple-instance propositionalization
AUTHORS: Luis A. Quintero-Domínguez; Carlos Morell; Sebastián Ventura

Progress in Artificial Intelligence

  • 2019
  • journal-article
Apriori versions based on mapreduce for mining frequent patterns on big data
AUTHORS: Luna, J.M.; Padillo, F.; Pechenizkiy, M.; Ventura, S.

IEEE Transactions on Cybernetics

  • 2018
  • journal-article
Distributed nearest neighbor classification for large-scale multi-label data on spark
AUTHORS: Jorge Gonzalez-Lopez; Sebastián Ventura; Alberto Cano

Future Generation Computer Systems

  • 2018
  • journal-article
Effective active learning strategy for multi-label learning
AUTHORS: Oscar Reyes; Carlos Morell; Sebastián Ventura

Neurocomputing

  • 2018
  • journal-article
Evolutionary Strategy to Perform Batch-Mode Active Learning on Multi-Label Data
AUTHORS: Oscar Reyes; Sebastián Ventura

ACM Transactions on Intelligent Systems and Technology

  • 2018
  • journal-article
Interactive multi-objective evolutionary optimization of software architectures

Information Sciences

  • 2018
  • journal-article
Mining context-aware association rules using grammar-based genetic programming
AUTHORS: Luna, J.M.; Pechenizkiy, M.; Del Jesus, M.J.; Ventura, S.

IEEE Transactions on Cybernetics

  • 2018
  • journal-article
MIRSVM: Multi-instance support vector machine with bag representatives
AUTHORS: Gabriella Melki; Alberto Cano; Sebastián Ventura

Pattern Recognition

  • 2018
  • journal-article
OLLAWV: OnLine Learning Algorithm using Worst-Violators
AUTHORS: Gabriella Melki; Vojislav Kecman; Sebastián Ventura; Alberto Cano

Applied Soft Computing

  • 2018
  • journal-article
Statistical comparisons of active learning strategies over multiple datasets
AUTHORS: Oscar Reyes; Abdulrahman H. Altalhi; Sebastián Ventura

Knowledge-Based Systems

  • 2018
  • journal-article
Exhaustive search algorithms to mine subgroups on Big Data using Apache Spark
AUTHORS: Padillo, F.; Luna, J.M.; Ventura, S.

Progress in Artificial Intelligence

  • 2017
  • journal-article
MLDA: A tool for analyzing multi-label datasets
AUTHORS: Moyano, Jose M.; Gibaja, Eva L.; Ventura, Sebastian

Knowledge-Based Systems

  • 2017
  • journal-article
An ensemble-based approach for multi-view multi-label classification
AUTHORS: Eva L. Gibaja; Jose M. Moyano; Sebastián Ventura

Progress in Artificial Intelligence

  • 2016
  • journal-article
Discovering useful patterns from multiple instance data
AUTHORS: Luna, J.M.; Cano, A.; Sakalauskas, V.; Ventura, S.

Information Sciences

  • 2016
  • journal-article
Effective lazy learning algorithm based on a data gravitation model for multi-label learning
AUTHORS: Oscar Reyes; Carlos Morell; Sebastián Ventura

Information Sciences

  • 2016
  • journal-article
LAIM discretization for multi-label data
AUTHORS: Cano, Alberto; Maria Luna, Jose; Gibaja, Eva L.; Ventura, Sebastian

Information Sciences

  • 2016
  • journal-article
Speeding-Up Association Rule Mining with Inverted Index Compression
AUTHORS: Luna, J.M.; Cano, A.; Pechenizkiy, M.; Ventura, S.

IEEE Transactions on Cybernetics

  • 2016
  • journal-article
A Tutorial on Multilabel Learning
AUTHORS: Gibaja, Eva; Ventura, Sebastian

Acm Computing Surveys

  • 2015
  • journal-article
An approach for the evolutionary discovery of software architectures

Information Sciences

  • 2015
  • journal-article
An evolutionary algorithm for the discovery of rare class association rules in learning management systems

Applied Intelligence

  • 2015
  • journal-article
Multi-objective genetic programming for feature extraction and data visualization
AUTHORS: Alberto Cano; Sebastián Ventura; Krzysztof J. Cios

Soft Comput

  • 2015
  • journal-article
Scalable extensions of the ReliefF algorithm for weighting and selecting features on the multi-label learning context

Neurocomputing

  • 2015
  • journal-article
Evolutionary feature weighting to improve the performance of multi-label lazy algorithms
AUTHORS: Reyes, Oscar; Morell, Carlos; Ventura, Sebastian

Integrated Computer-Aided Engineering

  • 2014
  • journal-article
Foreword: Intelligent data analysis

Journal of Computer and System Sciences

  • 2014
  • journal-article
Impact of HbA1c Measurement on Hospital Readmission Rates: Analysis of 70,000 Clinical Database Patient Records
AUTHORS: Strack, Beata; DeShazo, Jonathan P.; Gennings, Chris; Olmo, Juan L.; Ventura, Sebastian; Cios, Krzysztof J.; Clore, John N.

Biomed Research International

  • 2014
  • journal-article
On the adaptability of G3PARM to the extraction of rare association rules
AUTHORS: Luna, J.M.; Romero, J.R.; Ventura, S.

Knowledge and Information Systems

  • 2014
  • journal-article
Parallel evaluation of Pittsburgh rule-based classifiers on GPUs

Neurocomputing

  • 2014
  • journal-article
An interpretable classification rule mining algorithm

Information Sciences

  • 2013
  • journal-article
Association rule mining using genetic programming to provide feedback to instructors from multiple-choice quiz data

Expert Systems

  • 2013
  • journal-article
Data mining in education

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

  • 2013
  • journal-article
DRAL: A tool for discovering relevant e-activities for learners

Knowledge and Information Systems

  • 2013
  • journal-article
Grammar-based multi-objective algorithms for mining association rules
AUTHORS: Luna, J.M.; Romero, J.R.; Ventura, S.

Data and Knowledge Engineering

  • 2013
  • journal-article
High performance evaluation of evolutionary-mined association rules on GPUs
AUTHORS: Cano, A.; Luna, J.M.; Ventura, S.

Journal of Supercomputing

  • 2013
  • journal-article
HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning

Information Sciences

  • 2013
  • journal-article
Mining association rules with single and multi-objective grammar guided ant programming
AUTHORS: Olmo, J.L.; Luna, J.M.; Romero, J.R.; Ventura, S.

Integrated Computer-Aided Engineering

  • 2013
  • journal-article
On the Use of Ant Programming for Mining Rare Association Rules
AUTHORS: Luis Olmo, Juan; Raul Romero, Jose; Ventura, Sebastian; IEEE

2013 World Congress on Nature and Biologically Inspired Computing (Nabic)

  • 2013
  • journal-article
Parallel multi-objective Ant Programming for classification using GPUs
AUTHORS: Cano, Alberto; Luis Olmo, Juan; Ventura, Sebastian

Journal of Parallel and Distributed Computing

  • 2013
  • journal-article
Predicting student failure at school using genetic programming and different data mining approaches with high dimensional and imbalanced data

Applied Intelligence

  • 2013
  • journal-article
Predicting students’ final performance from participation in on-line discussion forums

Computers and Education

  • 2013
  • journal-article
Web usage mining for predicting final marks of students that use Moodle courses

Computer Applications in Engineering Education

  • 2013
  • journal-article
Weighted data gravitation classification for standard and imbalanced data

Ieee Transactions on Cybernetics

  • 2013
  • journal-article
A Genetic Programming Free-Parameter Algorithm for Mining Association Rules
AUTHORS: Maria Luna, Jose; Raul Romero, Jose; Romero, Cristobal; Ventura, Sebastian; Abraham, A; Zomaya, A; Ventura, S; Yager, R; Snasel, V; Muda, AK; Samuel, P

2012 12th International Conference on Intelligent Systems Design and Applications (Isda)

  • 2012
  • journal-article
Binary and Multiclass Imbalanced Classification Using Multi-Objective Ant Programming
AUTHORS: Luis Olmo, Juan; Cano, Alberto; Raul Romero, Jose; Ventura, Sebastian; Abraham, A; Zomaya, A; Ventura, S; Yager, R; Snasel, V; Muda, AK; Samuel, P

2012 12th International Conference on Intelligent Systems Design and Applications (Isda)

  • 2012
  • journal-article
Classification rule mining using ant programming guided by grammar with multiple Pareto fronts
AUTHORS: Olmo, J. L.; Romero, J. R.; Ventura, S.

Soft Computing

  • 2012
  • journal-article
Design and behavior study of a grammar-guided genetic programming algorithm for mining association rules
AUTHORS: Luna, J.M.; Romero, J.R.; Ventura, S.

Knowledge and Information Systems

  • 2012
  • journal-article
Multi-instance genetic programming for predicting student performance in web based educational environments

Applied Soft Computing

  • 2012
  • journal-article
Multi-objective approach based on grammar-guided genetic programming for solving multiple instance problems

Soft Computing

  • 2012
  • journal-article
ReliefF-MI: An extension of ReliefF to multiple instance learning

Neurocomputing

  • 2012
  • journal-article
Speeding up the evaluation phase of GP classification algorithms on GPUs

Soft Computing

  • 2012
  • journal-article
VisualJCLEC: a visual framework for evolutionary computation
AUTHORS: Ignacio Jaen, Juan; Raul Romero, Jose; Ventura, Sebastian; Abraham, A; Zomaya, A; Ventura, S; Yager, R; Snasel, V; Muda, AK; Samuel, P

2012 12th International Conference on Intelligent Systems Design and Applications (Isda)

  • 2012
  • journal-article
A collaborative educational association rule mining tool

Internet and Higher Education

  • 2011
  • journal-article
A Gene Expression Programming Algorithm for Multi-Label Classification
AUTHORS: Avila, JL; Gibaja, EL; Zafra, A; Ventura, S

Journal of Multiple-Valued Logic and Soft Computing

  • 2011
  • journal-article
A Parallel Genetic Programming Algorithm for Classification
AUTHORS: Cano, Alberto; Zafra, Amelia; Ventura, Sebastian; Corchado, E; Kurzynski, M; Wozniak, M

Hybrid Artificial Intelligent Systems, Part I

  • 2011
  • journal-article
JCLEC Meets WEKA!
AUTHORS: Cano, A.; Luna, J. M.; Olmo, J. L.; Ventura, S.; Corchado, E; Kurzynski, M; Wozniak, M

Hybrid Artificial Intelligent Systems, Part I

  • 2011
  • journal-article
Multiple instance learning for classifying students in learning management systems

Expert Systems With Applications

  • 2011
  • journal-article
Multiple instance learning with multiple objective genetic programming for web mining

Applied Soft Computing

  • 2011
  • journal-article
Preface to the special issue on data mining for personalised educational systems

User Modeling and User-Adapted Interaction

  • 2011
  • journal-article
RM-Tool: A framework for discovering and evaluating association rules

Advances in Engineering Software

  • 2011
  • journal-article
Using Ant Programming Guided by Grammar for Building Rule-Based Classifiers
AUTHORS: Luis Olmo, Juan; Raul Romero, Jose; Ventura, Sebastian

Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics

  • 2011
  • journal-article
A Grammar Based Ant Programming Algorithm for Mining Classification Rules
AUTHORS: Olmo, JL; Romero, JR; Ventura, S

2010 Ieee Congress on Evolutionary Computation (Cec)

  • 2010
  • journal-article
A Survey on the Application of Genetic Programming to Classification
AUTHORS: Espejo, PG; Herrera, F; Ventura, S

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS

  • 2010
  • journal-article
Educational Data Mining: A Review of the State of the Art

Ieee Transactions on Systems Man and Cybernetics Part C-Applications and Reviews

  • 2010
  • journal-article
G3P-MI: A genetic programming algorithm for multiple instance learning

Information Sciences

  • 2010
  • journal-article
G3PARM: A Grammar Guided Genetic Programming Algorithm for Mining Association Rules
AUTHORS: Luna, JM; Romero, JR; Ventura, S

2010 Ieee Congress on Evolutionary Computation (Cec)

  • 2010
  • journal-article
G3PARM: A Grammar Guided Genetic Programming Algorithm for Mining Association Rules
AUTHORS: Luna, JM; Romero, JR; Ventura, S

2010 Ieee Congress on Evolutionary Computation (Cec)

  • 2010
  • journal-article
A Comparison of Multi-objective Grammar-Guided Genetic Programming Methods to Multiple Instance Learning
AUTHORS: ZAFRA, A; VENTURA, S

4th International Workshop on Hybrid Artificial Intelligence Systems

  • 2009
  • conference-paper
A Comparison of Multi-objective Grammar-Guided Genetic Programming Methods to Multiple Instance Learning
AUTHORS: ZAFRA, A; VENTURA, S

4th International Workshop on Hybrid Artificial Intelligence Systems

  • 2009
  • conference-paper
An architecture for making recommendations to courseware authors using association rule mining and collaborative filtering
AUTHORS: GARCIA, E; ROMERO, C; VENTURA, S; et al.

USER MODELING AND USER-ADAPTED INTERACTION

  • 2009
  • journal-article
Applying Web usage mining for personalizing hyperlinks in Web-based adaptive educational systems

COMPUTERS & EDUCATION

  • 2009
  • journal-article
Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data
AUTHORS: ROMERO, C; GONZALEZ, P; VENTURA, S; et al.

EXPERT SYSTEMS WITH APPLICATIONS

  • 2009
  • journal-article
KEEL: a software tool to assess evolutionary algorithms for data mining problems
AUTHORS: ALCALA-FDEZ, J; SANCHEZ, L; GARCIA, S; et al.

SOFT COMPUTING

  • 2009
  • journal-article
KEEL: a software tool to assess evolutionary algorithms for data mining problems
AUTHORS: ALCALA-FDEZ, J; SANCHEZ, L; GARCIA, S; et al.

SOFT COMPUTING

  • 2009
  • journal-article
Multi-instance genetic programming for web index recommendation

Expert Systems with Applications

  • 2009
  • journal-article
Multi-label Classification with Gene Expression Programming
AUTHORS: AVILA, JL; GIBAJA, EL; VENTURA, S

4th International Workshop on Hybrid Artificial Intelligence Systems

  • 2009
  • conference-paper
Predicting Academic Achievement Using Multiple Instance Genetic Programming
AUTHORS: Zafra, A; Romero, C; Ventura, S

2009 9th International Conference on Intelligent Systems Design and Applications

  • 2009
  • journal-article
Using Mobile and Web-Based Computerized Tests to Evaluate University Students

COMPUTER APPLICATIONS IN ENGINEERING EDUCATION

  • 2009
  • journal-article
Data mining in course management systems: Moodle case study and tutorial
AUTHORS: ROMERO, C; VENTURA, S; GARCIA, E

COMPUTERS & EDUCATION

  • 2008
  • journal-article
JCLEC: a Java framework for evolutionary computation
AUTHORS: VENTURA, S; ROMERO, C; ZAFRA, A; et al.

SOFT COMPUTING

  • 2008
  • journal-article
Educational data mining: A survey from 1995 to 2005
AUTHORS: ROMERO, C; VENTURA, S

EXPERT SYSTEMS WITH APPLICATIONS

  • 2007
  • journal-article
Evolutionary product-unit neural networks for classification
AUTHORS: MARTINEZ-ESTUDILLO, FJ; HERVAS-MARTINEZ, C; PENA, PAG; et al.

INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2006, PROCEEDINGS

  • 2006
  • journal-article
Web-based adaptive training simulator system for cardiac life support

ARTIFICIAL INTELLIGENCE IN MEDICINE

  • 2006
  • journal-article
Rule discovery in web-based educational systems using grammar-based genetic programming
AUTHORS: ROMERO, C; VENTURA, S; HERVAS, C; et al.

6th Conference on Data Mining - Text Mining and Their Business Applications

  • 2005
  • conference-paper
Knowledge discovery with genetic programming for providing feedback to courseware authors

USER MODELING AND USER-ADAPTED INTERACTION

  • 2004
  • journal-article
Discovering prediction rules in AHA! courses
AUTHORS: ROMERO, C; VENTURA, S; DE BRA, P; DE CASTRO, C

9th International Conference on User Modeling

  • 2003
  • conference-paper
Computational neural networks for resolving nonlinear multicomponent systems based on chemiluminescence methods
AUTHORS: HERVAS, C; VENTURA, S; SILVA, M; PEREZ-BENDITO, D

JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES

  • 1998
  • journal-article
Computational neural networks in conjunction with principal component analysis for resolving highly nonlinear kinetics
AUTHORS: VENTURA, S; SILVA, M; PEREZBENDITO, D; et al.

JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES

  • 1997
  • journal-article
Estimation of parameters of kinetic compartmental models by use of computational neural networks
AUTHORS: VENTURA, S; SILVA, M; PEREZBENDITO, D; HERVAS, C

JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES

  • 1997
  • journal-article
ARTIFICIAL NEURAL NETWORKS FOR ESTIMATION OF KINETIC ANALYTICAL PARAMETERS
AUTHORS: VENTURA, S; SILVA, M; PEREZBENDITO, D; et al.

ANALYTICAL CHEMISTRY

  • 1995
  • journal-article
MULTICOMPONENT KINETIC DETERMINATIONS USING ARTIFICIAL NEURAL NETWORKS
AUTHORS: VENTURA, S; SILVA, M; PEREZBENDITO, D; HERVAS, C

ANALYTICAL CHEMISTRY

  • 1995
  • journal-article
Contacto
sventura@uco.es
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