iDR in Biomedicine
- 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
- 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
Theory and methods
- Diaz, Ignacio; Perez, Daniel; Cuadrado, Abel A.; Garcia, Diego; Dominguez, Manuel "Interactive dimensionality reduction of large datasets using interpolation". In ESANN 2018 - Proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. pp. 117-122, 2018.
- 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
- Díaz, Ignacio; Cuadrado, Abel A.; Pérez, Daniel; García, Francisco J.; Verleysen, Michel "Interactive dimensionality reduction for visual analytics". In 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2014 - Proceedings. pp. 183-188, 2014.
iDR for energy analytics
- 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
