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2022

Al-Twijri, M; Luna, J M; Herrera, F; Ventura, S

Course Recommendation based on Sequences: An Evolutionary Search of Emerging Sequential Patterns Journal Article

Cognitive Computation, pp. 1-22, 2022.

Links | BibTeX | Tags: Bioinspired Algorithms, Data Science, Educational Data Mining, Educational Recommender Systems, Evolutionary Algorithms, Genetic Algorithms, Metaheuristics, Pattern Mining

Trasierras, A M; Luna, J M; Ventura, S

Improving the understanding of cancer in a descriptive way: An emerging pattern mining‐based approach Journal Article

International Journal of Intelligent Systems, 37 (4), pp. 2822-2848, 2022.

Links | BibTeX | Tags: Cancer, Clinical Data Mining, Data Science, Medical Data Mining, Pattern Mining

Esteban, A; Zafra, A; Ventura, S

Data mining in predictive maintenance systems: A taxonomy and systematic review Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, pp. e1471, 2022.

Links | BibTeX | Tags: Anomaly Detection, Data Science, Feature Selection, Predictive Maintenance, Supervised Learning, Unsupervised Learning

Luna, J M; Fardoun, H M; Padillo, F; Romero, C; Ventura, S

Subgroup discovery in MOOCs: a big data application for describing different types of learners Journal Article

Interactive Learning Environments, 30 (1), pp. 127–145, 2022.

Links | BibTeX | Tags: Big Data, Big Data Mining, Data Science, Educational Data Mining, Educational Recommender Systems, Pattern Mining, Spark, Subgroup Discovery

Chango, W; Lara, J; Cerezo, R; Romero, C

A review on data fusion in multimodal learning analytics and educational data mining Journal Article

pp. e1458, 2022.

Links | BibTeX | Tags: Data Science, Educational Data Mining

López-Zambrano, J; Lara, J; Romero, C

Improving the portability of predicting students’ performance models by using ontologies Journal Article

Journal of Computing in Higher Education, 34 (1), pp. 1-19, 2022.

Links | BibTeX | Tags: Data Science, Educational Data Mining, Supervised Learning

Pedraza-Arevalo, S; Alors-Pérez, E; Blazquez-Encinas, R; Herrera-Martinez, A; Jimenez-Vacas, J; Fuentes-Fayos, A; Reyes, O; Ventura, S; Sanchez-Sanchez, R; Ortega-Salas, R; Serrano-Blanch, R; Galvez-Moreno, M; Gahete, M; Ibanez-Costa, A; Luque, R; Castano, J

Spliceosomic dysregulation unveils NOVA1 as an actionable therapeutic target in pancreatic neuroendocrine tumors Journal Article

bioRxiv, 2022.

Links | BibTeX | Tags: Clinical Data Mining, Data Science, Medical Data Mining

Bowen-Mendoza, L; Pinargote-Ortega, M; Meza, J; Ventura, S

Design of peer assessment rubrics for ICT topics Journal Article

Journal of Computing in Higher Education, 34 (1), pp. 211-241, 2022.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Maqsood, R; Ceravolo, P; Romero, C; Ventura, S

Modeling and predicting students’ engagement behaviors using mixture Markov models Journal Article

Knowledge and Information Systems, pp. 1-36, 2022.

Links | BibTeX | Tags: Data Science, Educational Data Mining, Educational Recommender Systems, Supervised Learning

Belmonte, A; Zafra, A; Gibaja, E

MIML library: a Modular and Flexible Library for Multi-instance Multi-label Learning Journal Article

Neurocomputing, 2022.

Links | BibTeX | Tags: Data Science, Library, Multi-instance Learning, Multi-label Learning, Software, Supervised Learning

Pérez, E; Ventura, S

An ensemble-based convolutional neural network model powered by a genetic algorithm for melanoma diagnosis Journal Article

Neural Computing and Applications, 34 (13), pp. 10429–10448, 2022.

Links | BibTeX | Tags: Cancer, Data Preprocessing, Data Science, Deep Learning, Evolutionary Algorithms, Genetic Algorithms, Medical Data Mining, Melanoma Diagnosis, Special Issue

Moyano, J M; Luna, J M; Ventura, S

Reducing the label space a predefined ratio for a more efficient multi-label classification Journal Article

IEEE Access, 10 , pp. 76480-76492, 2022, ISSN: 2169-3536.

Links | BibTeX | Tags: Classification, Data Science, Multi-label Learning, Supervised Learning

2021

Barbudo, R; Ventura, S; Romero, J R

Grammar-Based Evolutionary Approach for Automatic Workflow Composition with Open Preprocessing Sequence Inproceedings

International Conference on Soft Computing and Pattern Recognition, pp. 647–656, Springer 2021.

Links | BibTeX | Tags: Classification, Data Science, Evolutionary Algorithms, Grammar-Based Genetic Programming, Scientific workflows

Fournier-Viger, P; Yang, P; Kiran, R U; Ventura, S; Luna, J M

Mining local periodic patterns in a discrete sequence Journal Article

Information Sciences, 544 , pp. 519–548, 2021.

Links | BibTeX | Tags: Data Science, Pattern Mining

Lopez, J; Lara, J; Romero, C

Early prediction of student learning performance through data mining: A systematic review Journal Article

Psicothema, 2021.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Rodriguez-Gonzalez, A; Ventura, S; Soda, P; Fernandez-Breis, J

Introduction to the special issue on Methods and applications in the analysis of social data in healthcare Journal Article

2021.

Links | BibTeX | Tags: Clinical Data Mining, Data Science, Medical Data Mining

Cachi, P; Ventura, S; Cios, K J

CRBA: A Competitive Rate-Based Algorithm Based on Competitive Spiking Neural Networks Journal Article

Frontiers in computational neuroscience, 15 , pp. 627567, 2021.

Links | BibTeX | Tags: Classification, Data Science, Supervised Learning

Alors Perez, E; Blázquez-Encinas, R; Mafficini, A; Moreno Montilla, T; Viyuela-Garcia, C; Jiménez-Vacas, J M; Sánchez-Hidalgo, J M; Berbel, I; Marín-Sanz, J A; Sánchez-Fría, M E; Luchini, C; Pea, A; Ventura, S; Gahete, M D; Arjona-Sánchez, A; Lawlor, R T; Luque, R M; Scarpa, A; Ibáñez-Costa, A; Castaño, J P

Splicing machinery dysregulation and its relationship with PDAC aggressiveness Journal Article

Pancreatology, 21 , pp. S45, 2021.

Links | BibTeX | Tags: Clinical Data Mining, Data Science, Medical Data Mining

Blazquez-Encinas, R; Alors-Pérez, E; Mafficini, A; Moreno-Montilla, T; Viyuela-García, C; Abollo-Jiménez, F; Sánchez-Hidalgo, J M; Sánchez-Frías, M E; García-Vioque, V; Luchini, C; Pea, A; Ventura, S; Gahete, M D; Arjona, A; Lawlor, R T; Luque, R M; Scarpa, A; Ibáñez-Costa, A; Castaño, J P

A functional role for splicing factor EIF4A3 dysregulation in pancreatic ductal adenocarcinoma Journal Article

Pancreatology, 21 , pp. S75, 2021.

Links | BibTeX | Tags: Clinical Data Mining, Data Science, Medical Data Mining

Alors-Perez, E; Blazquez-Encinas, R; Alcala, S; Viyuela-Garcia, C; Pedraza-Arevalo, S; Herrero-Aguayo, V; Jimenez-Vacas, J; Mafficini, A; Sanchez-Frias, M; Cano, M

Dysregulated splicing factor SF3B1 unveils a dual therapeutic vulnerability to target pancreatic cancer cells and cancer stem cells with an anti-splicing drug Journal Article

Journal of Experimental & Clinical Cancer Research, 40 (1), pp. 1–21, 2021.

Links | BibTeX | Tags: Clinical Data Mining, Data Science, Medical Data Mining

Chango, W; Cerezo, R; Sanchez-Santillan, M; Azevedo, R; Romero, C

Improving prediction of students’ performance in intelligent tutoring systems using attribute selection and ensembles of different multimodal data sources Journal Article

Journal of Computing in Higher Education, 33 (3), pp. 614–634, 2021.

Links | BibTeX | Tags: Classification, Data Science, Educational Data Mining, Supervised Learning

Pinargote-Ortega, M; Bowen-Mendoza, L; Meza, J; Ventura, S

Peer assessment using soft computing techniques Journal Article

Journal of Computing in Higher Education, 33 (3), pp. 684–726, 2021.

Links | BibTeX | Tags: Data Science

Pérez, E; Ventura, S

Melanoma Recognition by Fusing Convolutional Blocks and Dynamic Routing between Capsules Journal Article

Cancers, 13 (19), pp. 4974, 2021.

Links | BibTeX | Tags: Cancer, Data Preprocessing, Data Science, Deep Learning, Medical Data Mining, Melanoma Diagnosis, Special Issue

2020

Cerezo, R; Bogarín, A; Esteban, M; Romero, C

Process mining for self-regulated learning assessment in e-learning Journal Article

Journal of Computing in Higher Education, 32 (1), pp. 74–88, 2020.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Romero, C; Ventura, S

Educational data mining and learning analytics: An updated survey Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, pp. e1355, 2020.

Links | BibTeX | Tags: Data Science, Educational Data Mining, Educational Recommender Systems, Predicting Student Performance

Luna, J M; Pechenizkiy, M; Duivesteijn, W; Ventura, S

Exceptional in so Many Ways—Discovering Descriptors That Display Exceptional Behavior on Contrasting Scenarios Journal Article

IEEE Access, 8 , pp. 200982-200994, 2020.

Links | BibTeX | Tags: Data Science, Evolutionary Algorithms, Genetic Algorithms, Grammar-Based Genetic Programming, Metaheuristics, Pattern Mining

Luna, J M; Fournier-Viger, P; Ventura, S

Extracting user-centric knowledge on two different spaces: Concepts and records Journal Article

IEEE Access, 8 , pp. 134782-134799, 2020.

Links | BibTeX | Tags: Data Science, Evolutionary Algorithms, Genetic Algorithms, Grammar-Based Genetic Programming, Metaheuristics, Pattern Mining

Fournier-Viger, P; Wang, Y; Chun-Wei Lin, J; Luna, J M; Ventura, S

Mining cross-level high utility itemsets Inproceedings

pp. 858-871, Springer, Cham, 2020.

Links | BibTeX | Tags: Data Science, Pattern Mining

Verdecia-Cabrera, A; Frías-Blanco, I; Quintero-Domínguez, L; Rodríguez Sarabia, Y

Aprendiendo con meta-clasificadores a partir de flujos de datos no estacionarios Journal Article

Revista Cubana de Ciencias Informáticas, 14 (4), pp. 20-33, 2020.

BibTeX | Tags: Data Science, Other, Semi-supervised Learning

Carlos, Xabier De; Sagardui, Goiuria; Trujillo, Salvador; Perkaz, Alain; Cañizo, Mikel; Iglesias, Aitziber; Salazar-Álvarez, Juan-Pablo; Gómez-Martínez, Elena; de Miguel, Miguel; Salado-Cid, R; Romero, J R; Cuevas, César; Martínez, Patricia López; Drake, Jose M; de Vega, Alfonso La; García-Saiz, Diego; Zorrilla, Marta; Sanchez, Pablo; Boubeta-Puig, Juan; Hernández, Juan; Moguel, Enrique; Preciado, Juan Carlos; Sánchez-Figueroa, Fernando; Troya, Javier; Segura, Sergio; Ruiz-Cortés, Antonio; Vara, Juan M; Castro, Valeria De; Granada, David; Marcos, Esperanza; Cuadrado, Jesús Sánchez; Guerra, Esther; Lara, Juan De; Gómez-Llana, Abel; Meseguer, José; Bruneliere, Hugo; Cabot, Jordi; Izquierdo, Javier Luis Cánovas; Arrieta, Leire Orue-Echevarria; Strauss, Oliver

Desarrollo de Software Dirigido por Modelos Journal Article

XXI Jornadas de Ingeniería del Software y Bases de Datos, 219 , pp. 198, 2020.

Links | BibTeX | Tags: Data Science, Software, Software Design and Development

Paquette, L; Romero, C

Joint Proceedings of the EDM 2019 Workshops Inproceedings

CEUR-WS, 2020.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Rafferty, A; Whitehill, J; Romero, C; Cavalli-Sforza, V

Proceedings of the International Conference on Educational Data Mining (EDM)(13th, Online, July 10-13, 2020). Journal Article

International Educational Data Mining Society, 2020.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Cachi, P; Ventura, S; Cios, K J

Fast Convergence of Competitive Spiking Neural Networks with Sample-Based Weight Initialization Inproceedings

pp. 773-786, Springer, Cham, 2020.

Links | BibTeX | Tags: Classification, Data Science, Supervised Learning

Mero, K; Meza, J; Ventura, S

Artificial intelligence and its impact on the prediction of economic indicators Inproceedings

pp. 1-8, 2020.

Links | BibTeX | Tags: Data Science, Other

Pinargote-Ortega, M; Bowen-Mendoza, L; Meza, J; Ventura, S

Accuracy Measures of Sentiment Analysis Algorithms for Spanish Corpus generated in Peer Assessment Inproceedings

pp. 1-7, 2020.

Links | BibTeX | Tags: Classification, Data Science, Supervised Learning

Bowen-Mendoza, L; Pinargote-Ortega, M; Meza, J; Ventura, S

Trends the use of Artificial Intelligence techniques for peer assessment Inproceedings

pp. 1-7, 2020.

Links | BibTeX | Tags: Data Science

Quintero-Domínguez, L; Morell, C; Ventura, S

A propositionalization method of multi-relational data based on Grammar-Guided Genetic Programming Journal Article

Expert Systems with Applications, pp. 114263, 2020.

Links | BibTeX | Tags: Data Science, Evolutionary Algorithms, Genetic Algorithms, Genetic Programming, Grammar-Based Genetic Programming

Fuentes-Fayos, A; Vázquez-Borrego, M; Jiménez-Vacas, J; Bejarano, L; Pedraza-Arévalo, S; Blanco-Acevedo, C; Sánchez-Sánchez, R; Reyes, O; Ventura, S; Solivera, S; Breunig, J; Blasco, M; Gahete, M; Castaño, J; Luque, R

Splicing machinery dysregulation drives glioblastoma development/aggressiveness: oncogenic role of SRSF3 Journal Article

Brain, 2020.

Links | BibTeX | Tags: Clinical Data Mining, Data Science, Medical Data Mining

Hassan, S; Aljohani, N; Shabbir, M; Ali, U; Iqbal, S; Sarwar, R; Martínez-Cámara, E; Ventura, S; Herrera, F

Tweet Coupling: a social media methodology for clustering scientific publications Journal Article

Scientometrics, pp. 1-19, 2020.

Links | BibTeX | Tags: Clustering, Data Science, Unsupervised Learning

Paquette, L; Ocumpaugh, J; Li, Z; Andres, A; Baker, R

Who's Learning? Using Demographics in EDM Research. Journal Article

Journal of Educational Data Mining, 12 (3), pp. 1–30, 2020.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Pérez, E; Reyes, O; Ventura, S

Convolutional neural networks for the automatic diagnosis of melanoma: An extensive experimental study Journal Article

Medical image analysis, 67 , pp. 101858, 2020.

Links | BibTeX | Tags: Cancer, Data Preprocessing, Data Science, Deep Learning, Medical Data Mining, Melanoma Diagnosis

Reyes, O; Pérez, E; Luque, R; Castaño, J; Ventura, S

A supervised machine learning-based methodology for analyzing dysregulation in splicing machinery: An application in cancer diagnosis Journal Article

Artificial Intelligence in Medicine, 108 , pp. 101950, 2020.

Links | BibTeX | Tags: Cancer, Data Preprocessing, Data Science, Medical Data Mining, Melanoma Diagnosis

2019

Luna, J M; Fournier-Viger, P; Ventura, S

Frequent itemset mining: A 25 years review Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 9 , 2019.

Links | BibTeX | Tags: Data Science, Pattern Mining

2018

Salado-Cid, R; Ramírez, A; Romero, J R

On the need of opening the Big Data landscape to everyone: challenges and new trends Incollection

Linnhoff-Popien, C; Schneider, R; Zaddach, M (Ed.): Digital Marketplaces Unleashed, pp. 675-687, Springer Berlin Heidelberg, Berlin, Heidelberg, 2018, ISBN: 978-3-662-49275-8.

Links | BibTeX | Tags: Big Data Mining, Data Science, Scientific workflows

Salado-Cid, R; Molino, J; Romero, J R

Interoperabilidad de flujos de trabajo intensivos en datos en Industria 4.0: caso de estudio Inproceedings

I Workshop en Aplicaciones de la Inteligencia Artificial para la Industria 4.0 (Industria 4.0 2018), pp. 1333-1338, 2018, ISBN: 978-84-09-05643-9.

Links | BibTeX | Tags: Data Science, Scientific workflows

Cano, A

Social Media and Machine Learning Book

1st, InTech, 2018, ISBN: 978-1-78984-028-5.

BibTeX | Tags: Data Science

2017

Altalhi, A H; Luna, J M; Vallejo, M A; Ventura, S

Evaluation and comparison of open source software suites for data mining and knowledge discovery Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 7 (3), 2017.

Links | BibTeX | Tags: Data Mining Software, Data Science

Luna, J M; Castro, C; Romero, C

MDM tool: A data mining framework integrated into Moodle Journal Article

Computer Applications in Engineering Education, 25 (1), pp. 90–102, 2017.

Links | BibTeX | Tags: Data Mining Software, Data Science, Educational Data Mining

Romero, C; Ventura, S

Educational data science in massive open online courses Journal Article

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 7 (1), pp. 1-12, 2017.

Links | BibTeX | Tags: Data Science, Educational Data Mining

2016

Salado-Cid, R; Romero, J R

Enabling the definition and reuse of multi-domain workflow-based data analysis Inproceedings

16th International Conference on Intelligent Systems Design and Applications (ISDA'16), 2016.

BibTeX | Tags: Data Science, Scientific workflows

53 entries « 1 of 2 »

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