Data visualization

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Theory and methods

    Journal papers
  • Endert; Ribarsky; Turkay; Wong, B.L. William; Nabney; Blanco, I. Díaz; Rossi, "The State of the Art in Integrating Machine Learning into Visual Analytics". Computer Graphics Forum. 36(8): 458-486, 2017. DOI: https://doi.org/10.1111/CGF.13092

Visualization in steel industry

    Journal papers
  • Pérez, Daniel; Díaz, Ignacio; Cuadrado, Abel A.; Rendueles, Jose L.; García, Diego, "Interactive data visualization of chatter conditions in a cold rolling mill". Computers in Industry. 103: 86-96, 2018. DOI: https://doi.org/10.1016/J.COMPIND.2018.08.008
  • Fuertes; Domínguez; Díaz; Prada; Morán; Alonso, "Visualization maps based on SOM to analyze MIMO systems". Neural Computing and Applications. 23(5): 1407-1419, 2013. DOI: https://doi.org/10.1007/S00521-012-1090-3
  • Pérez, Daniel; García-Fernández, Francisco J.; Díaz, Ignacio; Cuadrado, Abel A.; Ordonez, Daniel G.; Díez, Alberto B.; Domínguez, Manuel, "Visual analysis of a cold rolling process using a dimensionality reduction approach". Engineering Applications of Artificial Intelligence. 26(8): 1865-1871, 2013. DOI: https://doi.org/10.1016/J.ENGAPPAI.2013.05.009
  • Díaz, Ignacio; Domínguez, Manuel; Cuadrado, Abel A.; Fuertes, Juan J., "A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes". Expert Systems with Applications. 34(4): 2953-2965, 2008. DOI: https://doi.org/10.1016/J.ESWA.2007.05.031

    • Conference papers
  • Cuadrado, Abel A.; Díaz, Ignacio; Diez, Alberto B.; Domínguez, Manuel; González, Juan A.; Obeso, Faustino "MAPREX: A SOM-based condition monitoring system". In IFAC Proceedings Volumes (IFAC-PapersOnline), A-2361 Laxenburg. pp. 239-244, 2002.

Data visualization for Energy analytics

    Journal papers
  • García, Diego; Díaz, Ignacio; Pérez, Daniel; Cuadrado, Abel A.; Domínguez, Manuel; Morán, Antonio, "Interactive visualization for NILM in large buildings using non-negative matrix factorization". Energy and Buildings. 176: 95-108, 2018. DOI: https://doi.org/10.1016/J.ENBUILD.2018.06.058
  • Díaz Blanco, Ignacio; Cuadrado Vega, Abel Alberto; Pérez López, Daniel; Domínguez González, Manuel; Alonso Castro, Serafín; Prada Medrano, Miguel Ángel, "Energy analytics in public buildings using interactive histograms". Energy and Buildings. 134: 94-104, 2017. DOI: https://doi.org/10.1016/J.ENBUILD.2016.10.026
  • Morán, Antonio; Fuertes, Juan J.; Prada, Miguel A.; Alonso, Serafín; Barrientos, Pablo; Díaz, Ignacio; Domínguez, Manuel, "Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques". Engineering Applications of Artificial Intelligence. 26(8): 1872-1880, 2013. DOI: https://doi.org/10.1016/J.ENGAPPAI.2013.04.005

    • Conference papers
  • Alonso, Serafín; Prada, Miguel A.; Fuertes, Juan J.; Díaz, Ignacio; Domínguez, Manuel "Analysis of Electricity Bill Data using Interactive Dimensionality Reduction". In ACM International Conference Proceeding Series, 2015. DOI: https://doi.org/10.1145/2797143.2797163
  • Perez, Daniel; Díaz, Ignacio; Cuadrado, Abel A.; Garćia-Fernández, Francisco J.; Diez, Alberto B.; Domínguez, Manuel "Power-consumption analysis through web-based visual data exploration". In IFAC Proceedings Volumes (IFAC-PapersOnline), A-2361 Laxenburg. pp. 11257-11262, 2014.
  • Morán, Antonio; Fuertes, Juan J.; Prada, Miguel A.; Alonso, Serafín; Barrientos, Pablo; Díaz, Ignacio "Analysis of Electricity Consumption Profiles by Means of Dimensionality Reduction Techniques". In Communications in Computer and Information Science. pp. 152-161, 2012. DOI: https://doi.org/10.1007/978-3-642-32909-8_16
  • Morán, Antonio; Prada, Miguel A.; Alonso, Serafín; Barrientos, Pablo; Fuertes, Juan J.; Domínguez, Manuel; Díaz, Ignacio "Two-stage approach for electricity consumption forecasting in public buildings". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 219-229, 2012. DOI: https://doi.org/10.1007/978-3-642-34156-4_21
  • Domínguez; Fuertes; Díaz; Cuadrado; Alonso; Morán "Analysis of electric power consumption using self-organizing maps". In IFAC Proceedings Volumes (IFAC-PapersOnline). pp. 12213-12218, 2011. DOI: https://doi.org/10.3182/20110828-6-IT-1002.02092

Data visualization in Biomedicine

Gene expression data in cancer
    Journal papers
  • Diaz, Ignacio; Enguita, Jose M.; Cuadrado, Abel A.; Garcia, Diego; Gonzalez, Ana; Valdes, Nuria; Chiara, Maria-Dolores, "Exploratory Analysis of the Gene Expression Matrix Based on Dual Conditional Dimensionality Reduction". IEEE Journal of Biomedical and Health Informatics. 27(6): 3083-3092, 2023. DOI: https://doi.org/10.1109/JBHI.2023.3264029
  • Enguita, Jose María; Díaz, Ignacio; García, Diego; Cubiella, Tamara; Chiara, María-Dolores; Valdés, Nuria, "Visual analytics identifies key miRNAs for differentiating peripancreatic paraganglioma and pancreatic neuroendocrine tumors". Frontiers in Endocrinology. 14, 2023. DOI: https://doi.org/10.3389/FENDO.2023.1162725
  • 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; Sierra, Luisa María; Chiara, María-Dolores, "Differential HIF2α Protein Expression in Human Carotid Body and Adrenal Medulla under Physiologic and Tumorigenic Conditions". Cancers. 14(12), 2022. DOI: https://doi.org/10.3390/CANCERS14122986
  • Díaz, Ignacio; Enguita, José M; González, Ana; García, Diego; Cuadrado, Abel A.; Chiara, María D; Valdés, Nuria, "Morphing projections: a new visual technique for fast and interactive large-scale analysis of biomedical datasets". Bioinformatics (Oxford, England). 37(11): 1571-1580, 2021. DOI: https://doi.org/10.1093/BIOINFORMATICS/BTAA989

    • Conference papers
  • Díaz, Ignacio; Enguita, José M.; García, Diego; González, Ana; Cuadrado, Abel A.; Chiara, María D.; Valdés, Nuria "Interactive dual projections for gene expression analysis". In ESANN 2022 proceedings. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022. DOI: https://doi.org/10.14428/ESANN/2022.ES2022-22
Visualization of cell motility
  • González, Ana; Enguita, José María; Díaz, Ignacio; García, Diego; Cuadrado, Abel Alberto; Valdés, Nuria; Chiara, María D. "Visualizing Cell Motility Patterns from Time Lapse Videos with Interactive 2D Maps Generated with Deep Autoencoders". In IFIP Advances in Information and Communication Technology. pp. 458-468, 2023. DOI: https://doi.org/10.1007/978-3-031-34171-7_37
COVID data visualization
  • Enguita, José M.; García, Diego; Chiara, María D.; Valdés Gallego, Nuria; González, Ana; Cuadrado, Abel A.; Díaz, Ignacio "Interactive visual analytics for medical data: application to COVID-19 clinical information during the first wave". In ESANN 2022 proceedings. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022. DOI: https://doi.org/10.14428/ESANN/2022.ES2022-31

Data visualization in electric machines

Journal papers
  • Garcia-Perez, Diego; Saeed, Mariam; Diaz, Ignacio; Enguita, Jose M.; Guerrero, Juan Manuel; Briz, Fernando, "Machine Learning for Inverter-Fed Motors Monitoring and Fault Detection: An Overview". IEEE Access. 12: 27167-27179, 2024. DOI: https://doi.org/10.1109/ACCESS.2024.3366810

    • Conference papers
  • Díaz, Ignacio; Cuadrado, Abel A.; Diez, Alberto B.; Domínguez, Manuel "Manifold learning for visualization of vibrational states of a rotating machine". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 285-292, 2011. DOI: https://doi.org/10.1007/978-3-642-21738-8_37
  • Díaz, Ignacio; Cuadrado, Abel A.; Diez, Alberto B.; Domínguez, Manuel; Fuertes, Juan J.; Prada, Miguel A. "Visualization of changes in process dynamics using self-organizing maps". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 343-352, 2010. DOI: https://doi.org/10.1007/978-3-642-15822-3_42
  • Dıaz, Ignacio; Diez, Alberto B.; Cuadrado Vega, Abel A. "Complex process visualization through continuous feature maps using radial basis functions". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 443-449, 2001. DOI: https://doi.org/10.1007/3-540-44668-0_62

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