Journal publications (JCR)


    2023
  • Enguita, Jose María, Díaz, Ignacio, García, Diego, Cubiella, Tamara, Chiara, María-Dolores, and Valdés, Nuria, "Visual analytics identifies key miRNAs for differentiating peripancreatic paraganglioma and pancreatic neuroendocrine tumors". Frontiers in Endocrinology. 14: 1162725, 2023, DOI: 10.3389/fendo.2023.1162725
  • Díaz, I., Enguita, J. M., Cuadrado, A. A., García, D., González, A., Valdés, N., & Chiara, M. D. "Exploratory Analysis of the Gene Expression Matrix Based on Dual Conditional Dimensionality Reduction," in IEEE Journal of Biomedical and Health Informatics, vol. 27, no. 6, pp. 3083-3092, June 2023. DOI: 10.1109/JBHI.2023.3264029

    • 2022
  • Celada, Lucía, Cubiella, Tamara, San-Juan-Guardado, Jaime, San José Martínez, Andrés, Valdés, Nuria, Jiménez-Fonseca, Paula, Díaz, Ignacio, Enguita, Jose María, Astudillo, Aurora, Álvarez-González, Enol, and Others, "Differential HIF2α Protein Expression in Human Carotid Body and Adrenal Medulla under Physiologic and Tumorigenic Conditions". Cancers. 14(12): 2986, 2022 [→ web]
  • González-Muñiz, Ana, Díaz, Ignacio, Cuadrado, Abel A, and García-Pérez, Diego, "Health indicator for machine condition monitoring built in the latent space of a deep autoencoder". Reliability Engineering & System Safety. 224: 108482, 2022 [→ web][→ pdf]
  • González-Muñiz, Ana, Díaz, Ignacio, Cuadrado, Abel A, García-Pérez, Diego, and Pérez, Daniel, "Two-step residual-error based approach for anomaly detection in engineering systems using variational autoencoders". Computers and Electrical Engineering. 101: 108065, 2022 [→ web][→ pdf]

    • 2021
  • Díaz, Ignacio, Enguita, José M, González, Ana, García, Diego, Cuadrado, Abel A, Chiara, María D, and Valdés, Nuria, "Morphing projections: a new visual technique for fast and interactive large-scale analysis of biomedical datasets". Bioinformatics. 37(11): 1571--1580, 2021 [→ web][demo version to reproduce paper results][source code (gitlab)]

    • 2020
  • García-Pérez, Diego, Pérez-López, Daniel, Díaz-Blanco, Ignacio, González-Muñiz, Ana, Domínguez-González, Manuel, and Vega, Abel Alberto Cuadrado, "Fully-Convolutional Denoising Auto-Encoders for NILM in Large Non-Residential Buildings". IEEE Transactions on Smart Grid. 12(3): 2722--2731, 2020 [→ web]
  • Serafín Alonso, Antonio Morán, Daniel Pérez, Miguel A. Prada, Ignacio Díaz, and Manuel Domínguez, "Estimating cooling production and monitoring efficiency in chillers using a soft sensor". Neural Computing and Applications: 1--18, 2020. [→ web] [→ pdf]
  • Ana González-Muñiz, Ignacio Díaz, and Abel A Cuadrado, "DCNN for condition monitoring and fault detection in rotating machines and its contribution to the understanding of machine nature". Heliyon. 6(2): e03395, 2020. [→ web][→ pdf]

    • 2019
  • Serafín Alonso, Daniel Pérez, Antonio Morán, Juan J. Fuertes Martínez, Ignacio Díaz Blanco, and Manuel Domínguez González, “A Deep Learning Approach for Fusing Sensor Data from Screw Compressors”. Sensors. 19: 1--18, 2019. [→ web][→ pdf]

    • 2018
  • Daniel Pérez, Ignacio Díaz, Abel A. Cuadrado, José L. Rendueles, and Diego García, "Interactive data visualization of chatter conditions in a cold rolling mill". Computers in Industry. 103: 86-96. Dec, 2018 [→ web] [→ pdf]
  • Diego García, Ignacio Díaz, Daniel Pérez, Abel Cuadrado, Manuel Domínguez, and Antonio Morán, "Interactive visualization for NILM in large buildings using non-negative matrix factorization". Energy and Buildings. 176: 95-108. Oct, 2018. [→ web] [→ pdf]

    • 2017
  • Alexander Endert, William Ribarsky, Cagatay Turkay, William Wong, Ian Nabney, Ignacio Díaz, and Fabrice Rossi, "The State of the Art in Integrating Machine Learning into Visual Analytics". Computer Graphics Forum. 36(8): 458-486. Dec, 2017. [→pdf] [→ web]
  • Ignacio Díaz, Abel A. Cuadrado, Daniel Pérez, Manuel Domínguez, Serafín Alonso, and Miguel A. Prada, "Energy Analytics in Public Buildings using Interactive Histograms". Energy and Buildings. 134(1): 94-104. Jan, 2017. [→ pdf] [→ web]

    • 2016
  • P. García, P. Arboleya, B. Mohamed, A. Cuadrado, and M. Cuadrado, "Implementation of a Hybrid Distributed / Centralized Real-Time Monitoring System for a DC/AC Microgrid With Energy Storage Capabilities". IEEE Transactions on Industrial Informatics. 12(5): 1900-1909. Oct, 2016. [→ web]

    • 2015
  • Daniel Pérez, Leishi Zhang, Matthias Schaefer, Tobias Schreck, Daniel Keim, and Ignacio Díaz, "Interactive feature space extension for multidimensional data projection". Neurocomputing. 150, Part B: 611 - 626, 2015 [→ web]

    • 2013
  • Antonio Morán, Juan J. Fuertes, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Ignacio Díaz, and Manuel Domínguez, "Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques". Engineering Applications of Artificial Intelligence. 26(8): 1872-1880. Sep, 2013 [→ web]
  • Daniel Perez, Francisco J. García-Fernandez, Ignacio Díaz, Abel A. Cuadrado, Daniel G. Ordoñez, Alberto B. Diez, and Manuel Domínguez., "Visual analysis of a cold rolling process using a dimensionality reduction approach". Engineering Applications of Artificial Intelligence. 26(8): 1865-1871. Sep, 2013 [→ web]
  • Juan J. Fuertes, Manuel Domínguez, Ignacio Díaz, Miguel A. Prada, Serafín Alonso, and Antonio Morán, "Visualization Maps based on SOM to analyze MIMO systems.". Neural Computing and Applications. 23(5): 1407-1419. Oct, 2013 [→ web]

    • 2012
  • Daniel González, Abel A. Cuadrado, Ignacio Díaz, Francisco J. García, Alberto B. Diez, and Juan J. Fuertes, "Visual Analysis of Residuals from Data-based Models in Complex Industrial Processes". International Journal on Modern Physics B. 26(25). Oct, 2012
  • Manuel Domínguez, Juan J Fuertes, Ignacio Díaz, Miguel A. Prada, Serafín Alonso, and Antonio Morán, "Monitoring industrial processes with SOM-based dissimilarity maps.". Expert Systems With Applications.. 39(8): 7110-7120. Jun, 2012

    • 2010
  • Juan J. Fuertes, Manuel Domínguez, Perfecto Reguera, Miguel A. Prada, Ignacio Díaz, and Abel A. Cuadrado, "Visual dynamic model based on Self-organizing maps for supervision and fault detection in industrial processes". Engineering Applications of Artificial Intelligence. 23(1): 8-17. Feb, 2010

    • 2008
  • Ignacio Díaz, Manuel Domínguez, Abel A. Cuadrado, and Juan J. Fuertes, "A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes". Expert Systems With Applications. 34(4): 2953-2965. May, 2008

    • 2007
  • Manuel Domínguez, Juan J. Fuertes, Perfecto Reguera, Ignacio Díaz, and Abel A. Cuadrado, "Internet based remote Supervision of Industrial Processes using Self Organizing Maps.". Engineering Applications of Artificial Intelligence. 20(6): 757-765. Sep, 2007

    • 2006
  • Guzmán Díaz, Ignacio Díaz, Pablo Arboleya, and Javier Gómez-Aleixandre, "Zero-sequence-based relaying technique for protecting power transformers and its performance assessment using unsupervised learning ANN". European Transactions on Electrical Power (ETEP). 16(2): 147-160. Mar-Apr, 2006
  • José L. Rendueles, J. A. González, Ignacio Díaz, Alberto B. Diez, Fernando Seijo, and Abel A. Cuadrado, "Implementation of a virtual sensor on a hot dip galvanizing line for zinc coating thickness estimation". Revue de Metallurgie-Cahiers d Informations Techniques. 103(5): 226-232. May, 2006
  • José M. Enguita, César Fraga, Abel A. Cuadrado, Yolanda Fernández, José L. Rendueles, and Guillermo Vecino, "Thickness Quality Control. A Diagnosis System for Tinplate Rolling Mills". IEEE Industry Applications Magazine. 12(2): 12--20. Mar-Apr, 2006.

    • 2003
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Luis Rodríguez Loredo, Faustino Obeso Carrera, and Juan A. Rodríguez, "Visual Predictive Maintenance Tool based on SOM Projection Techniques". Revue de Metallurgie-Cahiers d Informations Techniques. 103(3): 307-315. Marzo, 2003.

Book chapters

    2023
  • González, Ana, Enguita, José María, Díaz, Ignacio, García, Diego, Cuadrado, Abel Alberto, Valdés, Nuria, and Chiara, María D. (2023). Visualizing Cell Motility Patterns from Time Lapse Videos with Interactive 2D Maps Generated with Deep Autoencoders. In: Maglogiannis, I., Iliadis, L., Papaleonidas, A., Chochliouros, I. (eds) Artificial Intelligence Applications and Innovations. AIAI 2023 IFIP WG 12.5 International Workshops. AIAI 2023. IFIP Advances in Information and Communication Technology, vol 677. Springer, Cham. https://doi.org/10.1007/978-3-031-34171-7_37
  • Enguita, J.M., Díaz, I., García, D., Cuadrado, A.A., Rodríguez, J.R. (2023). Principal Component Modes of Reservoir Dynamics in Reservoir Computing. In: Maglogiannis, I., Iliadis, L., Papaleonidas, A., Chochliouros, I. (eds) Artificial Intelligence Applications and Innovations. AIAI 2023 IFIP WG 12.5 International Workshops. AIAI 2023. IFIP Advances in Information and Communication Technology, vol 677. Springer, Cham. https://doi.org/10.1007/978-3-031-34171-7_35
  • Díaz, I., Enguita, J.M., Cuadrado, A.A., García, D., González, A. (2023). Visual Analytics Tools for the Study of Complex Problems in Engineering and Biomedicine. In: Maglogiannis, I., Iliadis, L., Papaleonidas, A., Chochliouros, I. (eds) Artificial Intelligence Applications and Innovations. AIAI 2023 IFIP WG 12.5 International Workshops. AIAI 2023. IFIP Advances in Information and Communication Technology, vol 677. Springer, Cham. https://doi.org/10.1007/978-3-031-34171-7_36
  • Rodríguez-Ossorio, J.R., Morán, A., Fuertes, J.J., Prada, M.A., Díaz, I., Domínguez, M. (2023). Adaptive Model for Industrial Systems Using Echo State Networks. In: Iliadis, L., Maglogiannis, I., Alonso, S., Jayne, C., Pimenidis, E. (eds) Engineering Applications of Neural Networks. EANN 2023. Communications in Computer and Information Science, vol 1826. Springer, Cham. https://doi.org/10.1007/978-3-031-34204-2_31
  • García, Diego, Pérez, Daniel, Papapetrou, Panagiotis, Díaz, Ignacio, Cuadrado, Abel A., Enguita, José Maria, González, Ana, and Domínguez, Manuel (2023). Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation. In: Maglogiannis, I., Iliadis, L., Papaleonidas, A., Chochliouros, I. (eds) Artificial Intelligence Applications and Innovations. AIAI 2023 IFIP WG 12.5 International Workshops. AIAI 2023. IFIP Advances in Information and Communication Technology, vol 677. Springer, Cham. https://doi.org/10.1007/978-3-031-34171-7_34

    • 2019
  • Serafín Alonso, Antonio Morán, Daniel Pérez, Perfecto Reguera, Ignacio Díaz Blanco, and Manuel Domínguez González “Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers”. In Engineering Applications of Neural Networks, vol.1000 of Communications in Computer and Information Science, Cham. pp. 307--319, 2019 [→ web]

    • 2017
  • Kai Xu, Leishi Zhang, Daniel Pérez, Phong H. Nguyen, and Adam Ogilvie-Smith, "Evaluating Interactive Visualization of Multidimensional Data Projection with Feature Transformation". Multimodal Technologies and Interaction. 1(3), 2017.
  • Antonio Morán, Serafín Alonso, Miguel A. Prada, Juan J. Fuertes, Ignacio Díaz, and Manuel Domínguez "Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders". In Engineering Applications of Neural Networks, vol.744 of Communications in Computer and Information Science, Cham. pp. 15--26, 2017 [→ web]

    • 2014
  • Fernando Mateo, Juan José Carrasco, Abderrahim Sellami, Mónica Millán-Giraldo, Manuel Domínguez, Ignacio Díaz, and Emilio Soria-Olivas "Forecasting Techniques for Energy Optimization in Buildings". In Encyclopedia of Information Science and Technology, Third Edition. pp. 967-977, 2014 [→ web]

    • 2012
  • Daniel Perez, Francisco J. García-Fernandez, Ignacio Díaz, Abel A. Cuadrado, Daniel G. Ordoñez, Alberto B. Diez, and Manuel Domínguez. "Visual analysis of a cold rolling process using data-based modelling". In Engineering Applications of Neural Networks, vol.311 of Communications in Computer and Information Science (CCIS). pp. 244-253, 2012
  • Antonio Morán, Miguela. Prada, Serafín Alonso, Pablo Barrientos, Juanj. Fuertes, Manuel Domínguez, and Ignacio Díaz "Two-Stage Approach for Electricity Consumption Forecasting in Public Buildings". In Advances in Intelligent Data Analysis XI, vol.7619 of Lecture Notes in Computer Science. pp. 219-229, 2012
  • Antonio Morán, Juan J. Fuertes, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Manuel Domínguez, and Ignacio Díaz "Analysis of electricity consumption profiles by means of dimensionality reduction techniques". In Engineering Applications of Neural Networks, vol.311 of Communications in Computer and Information Science (CCIS). pp. 152-161, 2012
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Manuel Domínguez, Juan J. Fuertes, and Miguel A. Prada "Supervision of Industrial Processes using Self Organizing Maps". In Intelligent Data Analysis for Real-Life Applications: Theory and Practice. pp. 206-227, 2012 [→ web]

    • 2011
  • Francisco García, Ignacio Díaz, Ignacio Álvarez, Daniel Pérez, Daniel Ordonez, and Manuel Domínguez "Time-Frequency Analysis of Hot Rolling Using Manifold Learning". In Engineering Applications of Neural Networks, vol.363 of IFIP Advances in Information and Communication Technology. pp. 150-155, 2011
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, and Manuel Domínguez "Manifold Learning for Visualization of Vibrational States of a Rotating Machine". In ICANN 2011, vol.6792 of Lecture Notes in Computer Science (LNCS). pp. 285-292. June, 2011

    • 2010
  • Miguel A. Prada, M. Domínguez, I. Díaz, J. Fuertes, P. Reguera, A. Morán, and S. Alonso "Application of SOM-Based Visualization Maps for Time-Response Analysis of Industrial Processes". In ICANN 2010, vol.6353 of Lecture Notes in Computer Science (LNCS). pp. 392-401, 2010
  • I. Díaz, A. Cuadrado, A. Diez, M. Domínguez, J. Fuertes, and Miguel A. Prada "Visualization of Changes in Process Dynamics Using Self-Organizing Maps". In ICANN 2010, vol.6353 of Lecture Notes in Computer Science (LNCS). pp. 343-352, 2010

    • 2009
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Juan J. Fuertes, Manuel Domínguez, and Miguel A. Prada "Visualization of MIMO Process dynamics using Local Dynamic Modelling with Self Organizing Maps". In Engineering Applications of Neural Networks, vol.43 of Communications in Computer and Information Science (CCIS), London (UK). pp. 119-130. Aug, 2009

    • 2007
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Juan J. Fuertes, Manuel Domínguez, and Perfecto Reguera "Visualization of Dynamics using Local Dynamic Modelling with Self Organizing Maps". In ICANN 2007, vol.4668 of Lecture Notes in Computer Science (LNCS). pp. 609-617. August, 2007
  • Juan J. Fuertes, Miguel A. Prada, Manuel Domínguez, Perfecto Reguera, Ignacio Díaz, and Abel A. Cuadrado "Modeling of Dynamics using Process State Projection on the Self Organizing Map". In ICANN 2007, vol.4668 of Lecture Notes in Computer Science (LNCS). pp. 589-598. August, 2007

    • 2005
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, and Guillermo Ojea, "Modelado Visual de Procesos Industriales". Revista Iberoamericana de Automática e Informática Industrial (RIAI). 2(4): 101-112. Oct, 2005. [→ web][→ pdf]

    • 2002
  • Ignacio Díaz, Abel A. Cuadrado, and Alberto B. Diez "Correlation Visualization of High Dimensional Data using Topographic Maps". In ICANN 2002, vol.2415 of Lecture Notes in Computer Science (LNCS), Madrid, Spain. pp. 1005-1010, 2002

    • 2001
  • Ignacio Díaz, Alberto B. Diez, and Abel A. Cuadrado "Complex Process Visualization through Continuous Self Organizing Maps using Radial Basis Functions". In ICANN 2001, vol.2130 of Lecture Notes in Computer Science (LNCS), Viena, Austria. pp. 443-450, 2001.

Conference papers


    2022
  • Díaz Blanco, Ignacio, Enguita, José María, García, Diego, Cuadrado, Abel A., González, Ana, & Domínguez, Manuel. (2022, June 27). Modelado de series temporales mediante echo state networks para aplicaciones de analítica visual. XVII Simposio CEA de Control Inteligente: Reunión anual del grupo de Control Inteligente del comité español de automática (CEA). Libro de Actas, León, 27-29 de junio de 2022.
  • Díaz Blanco, Ignacio, Enguita-Gonzalez, J. M., Garcia-Perez, D., Gonzalez-Muñiz, A., Cuadrado-Vega, A. A., Chiara-Romero, M. D., & Valdes-Gallego, N. (2022). Interactive dual projections for gene expression analysis. ESANN 2022 Proceedings, 439–444. https://doi.org/10.14428/esann/2022.ES2022-22
  • Enguita-Gonzalez, J. M., Garcia-Perez, D., Chiara-Romero, M. D., Valdes-Gallego, N., Gonzalez-Muñiz, A., Cuadrado-Vega, A. A., & Ignacio Díaz Blanco. (2022). Interactive visual analytics for medical data: Application to COVID-19 clinical information during the first wave. ESANN 2022 Proceedings, 451–456. https://doi.org/10.14428/esann/2022.ES2022-31

    • 2019
  • Amaro González García, Ignacio Díaz Blanco, and Manuel Domínguez González "Desarrollo de laboratorio remoto de investigación mediante la utilización de tecnologías industriales multiconectadas". In XL Jornadas de Automática. pp. 277--287, 2019
  • Diego García Pérez, Ignacio Díaz Blanco, Ana González Muñiz, and Abel A. Cuadrado Vega "Diseño de una maqueta de bajo coste para SHM". In XL Jornadas de Automática. pp. 405--413, 2019 [→ pdf]
  • Ignacio Díaz Blanco, Diego García Pérez, Ana González Muñiz, and Abel A. Cuadrado Vega "Análisis de vibraciones en una estructura utilizando echo state networks". In XL Jornadas de Automática. pp. 186--191, 2019. [→ pdf]

    • 2018
  • Ignacio Díaz, Daniel Pérez, Abel Cuadrado, Diego García, and Manuel Domínguez "Interactive dimensionality reduction of large datasets using interpolation". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Apr, 2018 [→ pdf] [→ demo application]

    • 2017
  • Daniel Pérez López, Abel Alberto Cuadrado Vega and Ignacio Díaz Blanco "Visualización Web Interactiva para el Análisis del Chatter en laminación en Frío". In XXXVIII Jornadas de Automática, 2017. pp. 416-423. Sep, 2018
  • Daniel Pérez, Diego García Pérez, Ignacio Díaz Blanco, and Abel Alberto Cuadrado Vega "Bancada para análisis inteligente de datos en monitorización de salud estructural". In XXXVIII Jornadas de Automática, 2017. pp. 424-430. Sep, 2018
  • Diego García Pérez, Ignacio Díaz Blanco, Daniel Pérez, Abel Cuadrado, and Manuel Domínguez "Latent variable analysis in hospital electric power demand using non-negative matrix factorization". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. pp. 507-512. April, 2017 [→ pdf]

    • 2016
  • Guillermo Lomas Rodríguez, Abel A. Cuadrado Vega, and Ignacio Díaz Blanco "Estudio de la relación entre la frecuencia de chatter y la velocidad en un tren de laminación en frío mediante técnicas de analítica visual". In XII Simposio CEA de Control Inteligente. pp. 37-42. Jun., 2016
  • Daniel Pérez, Ignacio Díaz Blanco, Abel A. Cuadrado Vega, Iván Machón, Manuel Domínguez, and Hilario López García "Analítica visual del fenómeno de chatter en un tren de laminación en frío por medio de técnicas de análisis inteligente de datos". In XII Simposio CEA de Control Inteligente. pp. 43-48. Jun., 2016
  • Ignacio Díaz Blanco, Abel A. Cuadrado, and Michel Verleysen "A State-Space Model on Interactive Dimensionality Reduction". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges, Belgium. pp. 647-652. April, 2016. [→ pdf][→ pdf poster][→ pdf spotlight]

    • 2015
  • Serafín Alonso, Miguel A. Prada, Juan J. Fuertes, Ignacio Díaz, and Manuel Domínguez "Analysis of Electricity Bill Data using Interactive Dimensionality Reduction". In 16th International Conference on Engineering Applications of Neural Networks (EANN 2015), Island of Rhodes, Greece. September, 2015

    • 2014
  • Ignacio Diaz, “Visual data analytics applied to industrial processes”. Talk at CERN within the activity “Advanced Control Engineering: Academia - Industry” jointly organized by CERN and IFAC (CEA). Jun, 2014. [→ web]
  • Daniel Pérez, Ignacio Díaz, Abel A. Cuadrado, Francisco J. García-Fernández, Alberto B. Diez, and Manuel Domínguez "Power-Consumption Analysis through Web-Based Visual Data Exploration". In Proceedings of the 19th IFAC world congress, Cape city (South Africa). pp. 11257-11262. Aug, 2014
  • Ignacio Díaz, Abel A. Cuadrado, Daniel Pérez, Francisco J. García, and Michel Verleysen "Interactive Dimensionality Reduction for Visual Analytics". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges, Belgium. April, 2014 [→ pdf][→ pdf poster]

    • 2013
  • Francisco J. García-Fernández, Michel Verleysen, John A. Lee, and Ignacio Díaz "Sensitivity to parameter and data variations in dimensionality reduction techniques". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges, Belgium. April, 2013
  • Francisco Garcia-Fernandez, Michel Verleysen, John Lee, and Ignacio Díaz "Stability comparison of dimensionality reduction techniques attending to data and parameter variations". In Visual Analytics using Multidimensional Projections (VAMP, EuroVis 2013 Workshop), Leipzig, Germany. Jun, 2013
  • Daniel Perez, Leishi Zhang, Matthias Schaefer, Tobias Schreck, Daniel Keim, and Ignacio Díaz "Interactive Visualization and Feature Transformation for Multidimensional Data Projection". In Visual Analytics using Multidimensional Projections (VAMP, EuroVis 2013 Workshop), Leipzig, Germany. Jun, 2013

    • 2012
  • Francisco J. García, Daniel Pérez, Ignacio Díaz, Alberto B. Diez, and Manuel Domínguez "Aplicación de Técnicas de Visualización para el Análisis del Consumo Eléctrico en Edificios". In XXIII Jornadas de Automática, Vigo (Spain). pp. 503-508. Sep, 2012
  • Ignacio Díaz, Manuel Domínguez, Abel A. Cuadrado, Alberto B. Diez, and Juan J. Fuertes "MorphingProjections: Interactive Visualization of Electric Power Demand Time Series". In Eurographics Conference on Visualization (EuroVis) (2012), Viena (Austria). pp. 121-125. Jun, 2012

    • 2011
  • Manuel Domínguez, Juan J. Fuertes, Ignacio Díaz, Abel A. Cuadrado, Serafín Alonso, and Antonio Morán "Analysis of electric power consumption using Self-Organizing Maps". In Proceedings of the 18th IFAC world congress, Milano (Italy). pp. 12213-12218. Aug, 2011
  • Ignacio Díaz, Antonio Robles, Abel A. Cuadrado, Alberto B. Diez, Manuel Domínguez, and Juan J. Fuertes "Control Maps: Visualization of Local Robustness Properties for Control System Design". In Proceedings of the 18th IFAC world congress, Milano (Italy). pp. 5831-5836. Aug, 2011
  • Daniel Pérez, Ignacio Díaz, Francisco J. García, and Pablo Barrientos "Visual Analysis of Electrical Power Consumption Patterns using Manifold Learning". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, León (Spain). Sep, 2011
  • Daniel González, Abel A. Cuadrado, Ignacio Díaz, Francisco J. García, Alberto B. Diez, and Juan J. Fuertes "Visual Analysis of Residuals from Data-based Models in Complex Industrial Processes". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, León (Spain). Sep, 2011
  • Francisco J. García, Ignacio Díaz, Ignacio Alvarez, Daniel Pérez, Daniel González, and Manuel Domínguez "Spectrogram Analysis using Manifold Learning". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, León (Spain). Sep, 2011

    • 2008
  • Antonio Robles, Hilario López, P. Fernández-Cueto, A.M. Díaz, and L.F. Sancho "Predicción de CLOGGING en la colada continua mediante análisis del sistema de control de nivel". In XXIX Jornadas de Automática, Tarragona (Spain). Sep, 2008
  • Juan J. Fuertes, Miguel A. Prada, Manuel Domínguez, Perfecto Reguera, Ignacio Díaz, and Alberto B. Diez "Visualization of dynamic parameters of a multivariable system using Self-Organizing Maps". In 17th IFAC World Congress 2008, Seoul (Korea). Jul, 2008

    • 2007
  • Juan J. Fuertes, Miguel Ángel Prada, Manuel Domínguez, Perfecto Reguera, and Ignacio Díaz "Remote Supervision of Industrial Processes based on PMML-defined SOM Models". In ECC'07 European Control Conference 2007, Kos (Greece). Jul, 2007

    • 2005
  • Juan J. Fuertes, Perfecto Reguera, Manuel Domínguez, Ignacio Díaz, and Abel A. Cuadrado "Industrial Supervision System based on Visual Data Mining and motion Trajectory Analysis". In International Federation of Automatic Control 16th IFAC World Congress, Prague (Czech Republic). Jul, 2005
  • Manuel Domínguez, Juan J. Fuertes, Perfecto Reguera, Ignacio Díaz, and Abel A. Cuadrado "Internet based remote Supervision of Industrial Processes using Self Organizing Maps.". In The 9th International Conference on Engineering Applications of Neural Networks (EANN'05), Lille (France). pp. 19-26. Ago, 2005

    • 2004
  • Ignacio Díaz, Abel A. Cuadrado, and Alberto B. Diez "Visualizing Knowledge for Data Mining using Dimension Reduction Mappings". In 2004 IEEE International Conference on Information Reuse and Integration (IEEE IRI-2004), Las Vegas, Nevada (USA). pp. 235-240. Nov, 2004

    • 2003
  • Sergio Rodríguez, Ignacio Díaz, Abel A. Cuadrado, and Alberto B. Diez "A Visual Approach for Fuzzy Rule Induction". In 9th IEEE International Conference on Emerging Technologies and Factory Automation, Lisboa (Portugal). Sep, 2003

    • 2002
  • Ignacio Díaz, Alberto B. Diez, Abel A. Cuadrado, and Manuel Domínguez "Prior Knowledge Integration in Self Organizing Maps for Complex Process Supervision". In International Federation of Automatic Control $15^{th}$ IFAC World Congress, Barcelona (Spain), 2002
  • Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Luis Rodríguez, Faustino Obeso, and Juan A. Rodríguez "Outil visuel de maintenance prédictive, basé sur des techniques de projection SOM / Visual predictive maintenance tool based on SOM projection techniques". In 23es Journées Sidérurgiques Internationales 2002, París (France). Dec, 2002
  • Abel A. Cuadrado, Ignacio Díaz, Alberto B. Diez, Manuel Domínguez, Juan A. González, and Faustino Obeso "MAPREX: A SOM based Condition Monitoring System". In International Federation of Automatic Control 15th IFAC World Congress, Barcelona (Spain), 2002
  • Abel A. Cuadrado, Ignacio Díaz, Alberto B. Diez, Juan A. González, and Faustino Obeso "Visual Data Mining And Monitoring in Steel Processes". In IEEE Industry Applications Society 37th Annual IAS Meeting, Pittsburgh, PA (USA). Oct, 2002
  • Alberto Pintado, Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Faustino Obeso, and Vanesa Lobato "Virtual Sensor Design for Coating Thickness estimation in a Hot Dip Galvanising Line based on Interpolated SOM Local Models". In 28th Annual Conference of the IEEE Industrial Electronics Society (IECON'02), Sevilla (Spain). Noviembre, 2002
  • I. Díaz and J. Hollmen "Residual generation and visualization for understanding novel process conditions". In Proceedings of the International Joint Conference on Neural Networks (IJCNN '02), Honolulu, Hawaii (USA). pp. 2070-2075, 2002

    • 2001
  • Abel A. Cuadrado, Ignacio Díaz, Alberto B. Diez, Faustino Obeso, and Juan A. González "Fuzzy Inference Maps for Condition Monitoring with Self-Organizing Maps". In International Conference in Fuzzy Logic and Technology (EUSFLAT 2001), De Monfort University, Leicester (UK). pp. 55-58. Sep, 2001
  • Ignacio Díaz, Alberto B. Diez, and Abel A. Cuadrado "Complex Process Visualization through Continuous Self Organizing Maps using Radial Basis Functions". In International Conference on Artificial Neural Networks (ICANN'01), Viena (Austria). pp. 443-450. Aug, 2001

    • 2000
  • Ignacio Díaz, Alberto B. Diez, Abel A. Cuadrado, Armandino Fombona, Faustino Obeso, and Juan A. González "Kernel Regression Interpolation in SOM-Based Process Condition Monitoring". In {DIAGNOS'2000}, La Habana (Cuba), 2000

    • 1999
  • Ignacio Díaz, Alberto B. Diez, Abel A. Cuadrado, and José M. Enguita "RBF approach for Trajectory Interpolation in Self-Organizing Map based Condition Monitoring". In Proceedings of the 7th {IEEE} International Conference on Emerging Technologies and Factory Automation {(ETFA'99)}, Barcelona (Spain). pp. 1003-1010, 1999
  • Ignacio Díaz and Guillermo Ojea "Aprendizaje interactivo de Conceptos de Regulación Automática mediante Matlab". In XIX Jornadas de Automática, Madrid (Spain). Sep, 1998

    • 1998
  • Abel A. Cuadrado, Ignacio Díaz, and Guillermo Ojea "Aprendizaje Interactivo de Conceptos en Teoría de Sistemas Continuos y Discretos mediante Identificación de Sistemas en Tiempo Real". In XIX Jornadas de Automática, Madrid (Spain). Sep, 1998

    • 1995
  • Fernando Briz, Alberto B. Diez, and Ignacio Díaz "PWM Regulados en Corriente. Alternativas de Control". In Seminario Anual de Automática y Electrónica Industrial. September, 1995.