Building of transformer-based RUL predictors supported by explainability techniques: Application on real industrial datasets.

Marta E. Zorrilla Marta E. Zorrilla Pantaleón https://orcid.org/0000-0002-0475-8834

Ricardo Dintén Marta E. Zorrilla Bruno Veloso João Gama 0001 Building of transformer-based RUL predictors supported by explainability techniques: Application on real industrial datasets. 103892 2026 127 Inf. Fusion https://doi.org/10.1016/j.inffus.2025.103892 db/journals/inffus/inffus127.html#DintenZVG26 streams/journals/inffus

Marta E. Zorrilla Francisco M. Somohano-Rodriguez Juan Yebenes On Building a Data-Driven Culture in SMEs. 203875-203896 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3638456 db/journals/access/access13.html#ZorrillaSY25 streams/journals/access

Marta E. Zorrilla Juan Yebenes Architecture Building Blocks for Data Governance in Data Spaces. 927 2025 16 Inf. 11 https://doi.org/10.3390/info16110927 db/journals/information/information16.html#ZorrillaY25 streams/journals/information

Rubén Martínez Amodia Cristina Tîrnauca Marta E. Zorrilla RAGBOT CLI: a Python library for running and evaluating retrieval-augmented generation chatbots. 102458 2025 32 SoftwareX https://doi.org/10.1016/j.softx.2025.102458 db/journals/softx/softx32.html#AmodiaTZ25 streams/journals/softx

Ignacio Acuña Contreras Ania Cravero Leal Marta E. Zorrilla Pantaleón Juan Yebenes Serrano Dafne Lagos Hurel Socio-Technical Guide for the Implementation of Data Governance: A Proposal. SCCC 2025 1-4 conf/sccc/2025 https://doi.org/10.1109/SCCC67219.2025.11420769 db/conf/sccc/sccc2025.html#ContrerasLPSH25 streams/conf/sccc

Ricardo Dintén Marta E. Zorrilla Design, Building and Deployment of Smart Applications for Anomaly Detection and Failure Prediction in Industrial Use Cases. 557 2024 September 15 Inf. 9 https://doi.org/10.3390/info15090557 db/journals/information/information15.html#DintenZ24 streams/journals/information

Ricardo Dintén Patricia López Martínez Marta E. Zorrilla Model-based tool for the design, configuration and deployment of data-intensive applications in hybrid environments: An Industry 4.0 case study. 100668 2024 41 J. Ind. Inf. Integr. https://doi.org/10.1016/j.jii.2024.100668 db/journals/jiii/jiii41.html#DintenMZ24 streams/journals/jiii

Marta E. Zorrilla Juan Yebenes A reference framework for the implementation of data governance systems for industry 4.0. 103595 2022 81 Comput. Stand. Interfaces https://doi.org/10.1016/j.csi.2021.103595 https://www.wikidata.org/entity/Q114671348 db/journals/csi/csi81.html#ZorrillaY22

Ricardo Dintén Sebastián García Marta E. Zorrilla Fleet management systems in Logistics 4.0 era: a real time distributed and scalable architectural proposal. 806-815 2022 ISM https://doi.org/10.1016/j.procs.2022.12.277 conf/ism2/2023 db/conf/ism2/ism2023.html#DintenGZ23

Marta E. Zorrilla Pantaleón Diego García-Saiz Alfonso de la Vega Fostering study time outside class using gamification strategies: An experimental study at tertiary-level database courses. 1340-1357 2021 29 Comput. Appl. Eng. Educ. 5 https://doi.org/10.1002/cae.22389 db/journals/caee/caee29.html#PantaleonGV21

Patricia López Martínez Ricardo Dintén José María Drake Marta E. Zorrilla A big data-centric architecture metamodel for Industry 4.0. 263-284 2021 125 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2021.06.020 db/journals/fgcs/fgcs125.html#MartinezDDZ21

Ricardo Dintén Herrero Marta E. Zorrilla An I4.0 data intensive platform suitable for the deployment of machine learning models: a predictive maintenance service case study. 1014-1023 2021 ISM https://doi.org/10.1016/j.procs.2022.01.300 conf/ism2/2021 db/conf/ism2/ism2021.html#HerreroZ21

Alfonso de la Vega Diego García-Saiz Carlos Blanco 0001 Marta E. Zorrilla Pablo Sánchez 0002 Mortadelo: Automatic generation of NoSQL stores from platform-independent data models. 455-474 2020 105 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2019.11.032 https://www.wikidata.org/entity/Q126557921 db/journals/fgcs/fgcs105.html#VegaGBZS20

Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 Lavoisier: A DSL for increasing the level of abstraction of data selection and formatting in data mining. 100987 2020 60 J. Comput. Lang. https://doi.org/10.1016/j.cola.2020.100987 db/journals/vlc/vlc60.html#VegaGZS20

Marta E. Zorrilla Álvaro Ibrain Bernard, an energy intelligent system for raising residential users awareness. 492-499 2019 135 Comput. Ind. Eng. https://doi.org/10.1016/j.cie.2019.06.040 https://www.wikidata.org/entity/Q127637391 db/journals/candie/candie135.html#ZorrillaI19

Roberto Espinosa Diego García-Saiz Marta E. Zorrilla José Jacobo Zubcoff Jose-Norberto Mazón S3Mining: A model-driven engineering approach for supporting novice data miners in selecting suitable classifiers. 143-158 2019 65 Comput. Stand. Interfaces https://doi.org/10.1016/j.csi.2019.03.004 https://www.wikidata.org/entity/Q114671357 db/journals/csi/csi65.html#EspinosaGZZM19

Marta E. Zorrilla Mariana de Lima Silva Sociograms: An Effective Tool For Decision Making in Social Learning. 659-681 2019 24 Technol. Knowl. Learn. 4 https://doi.org/10.1007/s10758-019-09416-7 https://www.wikidata.org/entity/Q127760848 db/journals/tkl/tkl24.html#ZorrillaS19

Juan Yebenes Marta E. Zorrilla Towards a Data Governance Framework for Third Generation Platforms. 614-621 2019 ANT/EDI40 https://doi.org/10.1016/j.procs.2019.04.082 https://www.wikidata.org/entity/Q127822633 conf/ant/2019 db/conf/ant/ant2019.html#YebenesZ19 Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 Lavoisier: High-Level Selection and Preparation of Data for Analysis. 50-66 2019 MEDI https://doi.org/10.1007/978-3-030-32065-2_4 conf/medi/2019 db/conf/medi/medi2019.html#VegaGZS19

Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 How Far are we from Data Mining Democratisation? A Systematic Review. 2019 abs/1903.08431 CoRR http://arxiv.org/abs/1903.08431 db/journals/corr/corr1903.html#abs-1903-08431

Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 FLANDM: a development framework of domain-specific languages for data mining democratisation. 316-336 2018 54 Comput. Lang. Syst. Struct. https://doi.org/10.1016/j.cl.2018.07.002 db/journals/cl/cl54.html#VegaGZS18

Alfonso de la Vega Diego García-Saiz Carlos Blanco 0001 Marta E. Zorrilla Pablo Sánchez 0002 Mortadelo: A Model-Driven Framework for NoSQL Database Design. 41-57 2018 MEDI https://doi.org/10.1007/978-3-030-00856-7_3 conf/medi/2018 db/conf/medi/medi2018.html#VegaG0ZS18 Diego García-Saiz Marta E. Zorrilla Alfonso de la Vega Pablo Sánchez 0002 A Run-Time Detector of Hardworking E-Learners with Underperformance. 20-28 2018 MIS4TEL https://doi.org/10.1007/978-3-319-98872-6_3 conf/mis4tel/2018 db/conf/mis4tel/mis4tel2018.html#Garcia-SaizZVS18

Diego García-Saiz Marta E. Zorrilla A meta-learning based framework for building algorithm recommenders: An application for educational arena. 1449-1459 2017 32 J. Intell. Fuzzy Syst. 2 https://doi.org/10.3233/JIFS-169141 https://www.wikidata.org/entity/Q124970027 db/journals/jifs/jifs32.html#Garcia-SaizZ17

Diego García-Saiz Marta E. Zorrilla José Luis Bosque A clustering-based knowledge discovery process for data centre infrastructure management. 215-226 2017 73 J. Supercomput. 1 https://doi.org/10.1007/s11227-016-1693-z db/journals/tjs/tjs73.html#Garcia-SaizZB17

Camilo Palazuelos Marta E. Zorrilla Javier Llorca Toward a Network-Based Approach to Modeling Epistatic Interactions in Genome-Wide Association Studies. 225-230 2017 CBMS https://doi.org/10.1109/CBMS.2017.135 https://doi.ieeecomputersociety.org/10.1109/CBMS.2017.135 conf/cbms/2017 db/conf/cbms/cbms2017.html#PalazuelosZL17 Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 On the Automated Transformation of Domain Models into Tabular Datasets. 100-113 2017 ER Forum/Demos https://ceur-ws.org/Vol-1979/paper-07.pdf conf/er/2017f db/conf/er/erf2017.html#VegaGZS17 Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 A Model-Driven Ecosystem for the Definition of Data Mining Domain-Specific Languages. 27-41 2017 MEDI https://doi.org/10.1007/978-3-319-66854-3_3 conf/medi/2017 db/conf/medi/medi2017.html#VegaGZS17 Diego García-Saiz Marta E. Zorrilla Detection of Learners with a Performance Inconsistent with Their Effort. 606-607 2015 EDM http://www.educationaldatamining.org/EDM2015/proceedings/poster606-607.pdf conf/edm/2015 db/conf/edm/edm2015.html#Garcia-SaizZ15 Marta E. Zorrilla Diego García-Saiz Meta-Learning Based Framework for Helping Non-expert Miners to Choice a Suitable Classification Algorithm: An Application for the Educational Field. 431-440 2015 ICCCI (2) https://doi.org/10.1007/978-3-319-24306-1_42 conf/iccci/2015-2 db/conf/iccci/iccci2015-2.html#ZorrillaG15 Alfonso de la Vega Diego García-Saiz Marta E. Zorrilla Pablo Sánchez 0002 Towards a DSL for Educational Data Mining. 79-90 2015 SLATE https://doi.org/10.1007/978-3-319-27653-3_8 conf/slate/2015 db/conf/slate/slate2015.html#VegaGZS15

Pablo Sánchez Barreiro Diego García-Saiz Marta E. Zorrilla Pantaleón Building Families of Software Products for e-Learning Platforms: A Case Study. 64-71 2014 9 Rev. Iberoam. de Tecnol. del Aprendiz. 2 https://doi.org/10.1109/RITA.2014.2317531 db/journals/ieee-rita/ieee-rita9.html#BarreiroGP14

Diego García-Saiz Camilo Palazuelos Marta E. Zorrilla The predictive power of the SNA metrics for education. 419-420 2014 EDM http://www.educationaldatamining.org/EDM2014/uploads/procs2014/posters/95_EDM-2014-Poster.pdf conf/edm/2014 db/conf/edm/edm2014.html#Garcia-SaizPZ14 Marta E. Zorrilla Diego García-Saiz Meta-learning: Can It Be Suitable to Automatise the KDD Process for the Educational Domain? 285-292 2014 RSEISP https://doi.org/10.1007/978-3-319-08729-0_28 conf/rseisp/2014 db/conf/rseisp/rseisp2014.html#ZorrillaG14

Marta E. Zorrilla Diego García-Saiz A service oriented architecture to provide data mining services for non-expert data miners. 399-411 2013 55 Decis. Support Syst. 1 https://doi.org/10.1016/j.dss.2012.05.045 db/journals/dss/dss55.html#ZorrillaG13

Camilo Palazuelos Marta E. Zorrilla Identifying Overlapping Communities and Their Leading Members in Social Networks. 52-61 2013 CAEPIA https://doi.org/10.1007/978-3-642-40643-0_6 conf/caepia/2013 db/conf/caepia/caepia2013.html#PalazuelosZ13 Diego García-Saiz Marta E. Zorrilla Towards the development of a classification service for predicting students' performance. 318-319 2013 EDM http://www.educationaldatamining.org/EDM2013/papers/rn_paper_60.pdf conf/edm/2013 db/conf/edm/edm2013.html#Garcia-SaizZ13 Camilo Palazuelos Diego García-Saiz Marta E. Zorrilla Social Network Analysis and Data Mining: An Application to the E-Learning Context. 651-660 2013 ICCCI https://doi.org/10.1007/978-3-642-40495-5_65 conf/iccci/2013 db/conf/iccci/iccci2013.html#PalazuelosGZ13 Roberto Espinosa Diego García-Saiz Marta E. Zorrilla José Jacobo Zubcoff Jose-Norberto Mazón Development of a Knowledge Base for Enabling Non-expert Users to Apply Data Mining Algorithms. 46-61 2013 SIMPDA https://ceur-ws.org/Vol-1027/paper4.pdf conf/simpda/2013 db/conf/simpda/simpda2013.html#EspinosaGZZM13 Roberto Espinosa Diego García-Saiz Marta E. Zorrilla José Jacobo Zubcoff Jose-Norberto Mazón Enabling Non-expert Users to Apply Data Mining for Bridging the Big Data Divide. 65-86 2013 SIMPDA (Revised Selected Papers) https://doi.org/10.1007/978-3-662-46436-6_4 conf/simpda/2013s db/conf/simpda/simpda2013s.html#EspinosaGZZM13a Camilo Palazuelos Marta E. Zorrilla Analysis of social metrics in dynamic networks: measuring the influence with FRINGE. 9-12 2012 EDBT/ICDT Workshops https://doi.org/10.1145/2320765.2320779 conf/edbt/2012w db/conf/edbt/edbtw2012.html#PalazuelosZ12 Diego García-Saiz Marta E. Zorrilla A promising classification method for predicting distance students' performance. 206-207 2012 EDM http://educationaldatamining.org/EDM2012/uploads/procs/Posters/edm2012_poster_4.pdf conf/edm/2012 db/conf/edm/edm2012.html#Garcia-SaizZ12 Roberto Espinosa Diego García-Saiz José Jacobo Zubcoff Jose-Norberto Mazón Marta E. Zorrilla Towards the Development of a Knowledge Base for Realizing User-Friendly Data Mining. 121-126 2012 MTSR https://doi.org/10.1007/978-3-642-35233-1_13 conf/mtsr/2012 db/conf/mtsr/mtsr2012.html#EspinosaGZMZ12

Pablo Sánchez 0002 Marta E. Zorrilla Rafael Duque Medina Alicia Nieto-Reyes Are models easier to understand than code? An empirical study on comprehension of entity-relationship (ER) models vs. structured query language (SQL) code. 343-362 2011 21 Comput. Sci. Educ. 4 https://doi.org/10.1080/08993408.2011.630128 db/journals/csedu/csedu21.html#SanchezZDN11

Diego García-Saiz Marta E. Zorrilla E-learning Web Miner: A Data Mining Application to Help Instructors Involved in Virtual Courses. 323-324 2011 EDM http://educationaldatamining.org/EDM2011/wp-content/uploads/proc/edm2011_poster5_Garcia-Saiz.pdf conf/edm/2011 db/conf/edm/edm2011.html#Garcia-SaizZ11 Marta E. Zorrilla Diego García-Saiz José L. Balcázar Towards Parameter-free Data Mining: Mining Educational Data with Yacaree. 363-364 2011 EDM http://educationaldatamining.org/EDM2011/wp-content/uploads/proc/edm2011_poster23_Zorrilla.pdf conf/edm/2011 db/conf/edm/edm2011.html#ZorillaGB11 Camilo Palazuelos Marta E. Zorrilla FRINGE: A New Approach to the Detection of Overlapping Communities in Graphs. 638-653 2011 ICCSA (3) https://doi.org/10.1007/978-3-642-21931-3_49 conf/iccsa/2011-3 db/conf/iccsa/iccsa2011-3.html#PalazuelosZ11 Diego García-Saiz Marta E. Zorrilla Comparing classification methods for predicting distance students' performance. 26-32 WAPA 2011 conf/wapa/2011 http://proceedings.mlr.press/v17/garcia-saiz11a/garcia-saiz11a.pdf db/journals/jmlr/jmlrp17.html#Garcia-SaizZ11 Marta E. Zorrilla Diego García-Saiz Elena Álvarez An Approach to Measure Student Activity in Learning Management Systems. 21-28 2010 CSEDU (2) conf/csedu/2010-2 db/conf/csedu/csedu2010-2.html#ZorrillaGA10 Marta E. Zorrilla Diego García-Saiz Elena Álvarez A decision support system to improve e-learning environments. 2010 EDBT/ICDT Workshops https://doi.org/10.1145/1754239.1754252 conf/edbtw/2010 db/conf/edbtw/edbtw2010.html#ZorrillaGA10 José L. Balcázar Cristina Tîrnauca Marta E. Zorrilla Filtering Association Rules with Negations on the Basis of Their Confidence Boost. 263-268 2010 KDIR conf/ic3k/2010kdir db/conf/ic3k/kdir2010.html#BalcazarTZ10 Roberto Ruiz Daniel Rodríguez 0001 Marta E. Zorrilla José Jacobo Zubcoff Apoyo a la Decisión en Ingeniería del Software (ADIS, 10ª ed.). 345 2010 JISBD conf/jisbd/2010 db/conf/jisbd/jisbd2010.html#RuizRZZ10

José Luis Crespo Marta E. Zorrilla Pilar Bernardos Eduardo Mora Moving objects forecast in image sequences using autoregressive algorithms. 309-323 2009 25 Vis. Comput. 4 https://doi.org/10.1007/s00371-008-0270-8 db/journals/vc/vc25.html#CrespoZBM09

Elena E. Álvarez Saiz Marta E. Zorrilla Pantaleón Orientaciones en el diseño y evaluación de un curso virtual para la enseñanza de aplicaciones informáticas. 61-70 2008 3 Rev. Iberoam. de Tecnol. del Aprendiz. 2 http://rita.det.uvigo.es/200811/uploads/IEEE-RITA.2008.V3.N2.A1.pdf db/journals/ieee-rita/ieee-rita3.html#SaizP08

Marta E. Zorrilla Elena Álvarez MATEP: Monitoring and Analysis Tool for E-Learning Platforms. 611-613 2008 ICALT https://doi.org/10.1109/ICALT.2008.33 https://doi.ieeecomputersociety.org/10.1109/ICALT.2008.33 conf/icalt/2008 db/conf/icalt/icalt2008.html#ZorrillaA08

Marta E. Zorrilla Belén Vela Esperanza Marcos Una aproximación dirigida por modelos para diseñar y construir esquemas XML: Un caso de estudio. 5-14 2007 4 Rev. Avances en Sistemas Informática 3 http://www.minas.medellin.unal.edu.co/index.php?option=com_docman&task=doc_view&gid=176&tmpl=component&format=raw&Itemid=285 db/journals/rasi/rasi4.html#ZorrillaVM07

José Luis Crespo Marta E. Zorrilla Pilar Bernardos Eduardo Mora A new image prediction model based on spatio-temporal techniques. 419-431 2007 23 Vis. Comput. 6 https://doi.org/10.1007/s00371-007-0114-y db/journals/vc/vc23.html#CrespoZBM07

José Luis Crespo Pilar Bernardos Marta E. Zorrilla Eduardo Mora Synoptic Maps Forecast Using Spatio-temporal Models. 50-56 2007 conf/eurocast/2007 EUROCAST https://doi.org/10.1007/978-3-540-75867-9_7 db/conf/eurocast/eurocast2007.html#CrespoBZM07 Marta E. Zorrilla D. Marín Elena Álvarez Towards Virtual Course Evaluation Using Web Intelligence. 392-399 2007 conf/eurocast/2007 EUROCAST https://doi.org/10.1007/978-3-540-75867-9_50 db/conf/eurocast/eurocast2007.html#ZorrillaMA07 José Luis Crespo Pilar Bernardos Marta E. Zorrilla Eduardo Mora Meteorological Image Descriptors. 101-110 2005 conf/eurocast/2005 EUROCAST https://doi.org/10.1007/11556985_15 db/conf/eurocast/eurocast2005.html#CrespoBZM05 Marta E. Zorrilla Ernestina Menasalvas Ruiz D. Marín Eduardo Mora Javier Segovia Web Usage Mining Project for Improving Web-Based Learning Sites. 205-210 2005 conf/eurocast/2005 EUROCAST https://doi.org/10.1007/11556985_26 db/conf/eurocast/eurocast2005.html#ZorrillaRMMS05 Marta E. Zorrilla Socorro Millán Ernestina Menasalvas Ruiz Data Web house to support Web intelligence in e-learning environments. 722-727 2005 conf/grc/2005 GrC https://doi.org/10.1109/GRC.2005.1547386 db/conf/grc/grc2005.html#ZorrillaMR05 José Luis Crespo Pilar Bernardos Marta E. Zorrilla Eduardo Mora Preprocessing Phase in the PIETSI Project (Prediction of Time Evolution Images Using Intelligent Systems). 651-659 https://doi.org/10.1007/978-3-540-45210-2_59 2003 conf/eurocast/2003 EUROCAST db/conf/eurocast/eurocast2003.html#CrespoBZM03 Marta E. Zorrilla José Luis Crespo Eduardo Mora An Online Information Retrieval Systems by Means of Artificial Neural Networks. 343-351 https://doi.org/10.1007/3-540-45654-6_27 2001 conf/eurocast/2001 EUROCAST db/conf/eurocast/eurocast2001.html#ZorillaCM01 Pedro Corcuera Mario Garcés Eduardo Mora Marta E. Zorrilla Distributed Simulation with Multimedia Interface. 334-342 1999 conf/eurocast/1999 EUROCAST db/conf/eurocast/eurocast1999.html#CorcueraGMZ99 https://doi.org/10.1007/10720123_30 Marta E. Zorrilla Eduardo Mora Pedro Corcuera J. Fernández Vertical Partitioning Algorithms in Distributed Databases. 465-474 1999 conf/eurocast/1999 EUROCAST db/conf/eurocast/eurocast1999.html#ZorillaMCF99 https://doi.org/10.1007/10720123_40 Eduardo Mora Marta E. Zorrilla Pedro Corcuera Desarrollo de un Libro Interactivo para la Enseñanza des Bases de Datos. 161-164 1997 conf/jisbd/1997 JIDBD db/conf/jisbd/jidbd1997.html#MoraZC97 Eduardo Mora Marta E. Zorrilla Pedro Corcuera Actualizatión del software Pc-IAST de diseño de bases de datos relacionales. 210-217 1996 conf/jisbd/1996 JIDBD db/conf/jisbd/jidbd1996.html#MoraZC96 Eduardo Mora Marta E. Zorrilla Pedro Corcuera Orientaciones para el diseño de un sistema corporativo de gestión documental. 218-229 1996 conf/jisbd/1996 JIDBD db/conf/jisbd/jidbd1996.html#MoraZC96a Elena ÁlvarezElena E. Álvarez Saiz Rubén Martínez Amodia José L. Balcázar Pilar Bernardos Carlos Blanco 0001 José Luis Bosque Ignacio Acuña Contreras Pedro Corcuera José Luis Crespo Ricardo DinténRicardo Dintén Herrero José M. DrakeJosé María Drake Rafael DuqueRafael Duque Medina Roberto Espinosa J. Fernández João Gama 0001 Mario Garcés Sebastián García Diego García-Saiz Dafne Lagos Hurel Álvaro Ibrain Ania Cravero Leal Javier Llorca Esperanza Marcos D. Marín Patricia López Martínez Jose-Norberto Mazón Socorro Millán Eduardo Mora Alicia Nieto-Reyes Camilo Palazuelos Daniel Rodríguez-GarcíaDaniel Rodríguez 0001 Ernestina Menasalvas Ruiz Pablo Sánchez 0002Pablo Sánchez Barreiro Roberto Ruiz SánchezRoberto Ruiz Javier Segovia Juan Yebenes Serrano Mariana de Lima Silva Francisco M. Somohano-Rodriguez Cristina Tîrnauca Alfonso de la Vega Belén Vela Bruno M. VelosoBruno Veloso Juan Yebenes José Jacobo Zubcoff