The state of the art in integrating machine learning into visual analytics A Endert, W Ribarsky, C Turkay, BLW Wong, I Nabney, ID Blanco, F Rossi Computer Graphics Forum 36 (8), 458-486, 2017 | 282 | 2017 |
Residual generation and visualization for understanding novel process conditions I Diaz, J Hollmen Proceedings of the 2002 International Joint Conference on Neural Networks …, 2002 | 64 | 2002 |
Fully-convolutional denoising auto-encoders for NILM in large non-residential buildings D Garcia-Perez, D Pérez-López, I Diaz-Blanco, A González-Muñiz, ... IEEE Transactions on Smart Grid 12 (3), 2722-2731, 2020 | 58 | 2020 |
Health indicator for machine condition monitoring built in the latent space of a deep autoencoder A González-Muñiz, I Diaz, AA Cuadrado, D García-Pérez Reliability Engineering & System Safety 224, 108482, 2022 | 57 | 2022 |
A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes I Díaz, M Domínguez, AA Cuadrado, JJ Fuertes Expert Systems with Applications 34 (4), 2953-2965, 2008 | 50 | 2008 |
Visual dynamic model based on self-organizing maps for supervision and fault detection in industrial processes JJ Fuertes, M Domínguez, P Reguera, MA Prada, I Díaz, AA Cuadrado Engineering Applications of Artificial Intelligence 23 (1), 8-17, 2010 | 49 | 2010 |
DCNN for condition monitoring and fault detection in rotating machines and its contribution to the understanding of machine nature A González-Muñiz, I Díaz, AA Cuadrado Heliyon 6 (2), 2020 | 39 | 2020 |
Internet-based remote supervision of industrial processes using self-organizing maps M Domínguez, JJ Fuertes, P Reguera, I Díaz, AA Cuadrado Engineering Applications of Artificial Intelligence 20 (6), 757-765, 2007 | 33 | 2007 |
Stability comparison of dimensionality reduction techniques attending to data and parameter variations FJ García Fernández, M Verleysen, JA Lee, I Díaz Blanco Eurographics Conference on Visualization (EuroVis)(2013), 2013 | 28 | 2013 |
Interactive visualization for NILM in large buildings using non-negative matrix factorization D García, I Díaz, D Pérez, AA Cuadrado, M Domínguez, A Morán Energy and Buildings 176, 95-108, 2018 | 24 | 2018 |
Two-step residual-error based approach for anomaly detection in engineering systems using variational autoencoders A González-Muñiz, I Díaz, AA Cuadrado, D García-Pérez, D Pérez Computers and Electrical Engineering 101, 108065, 2022 | 23 | 2022 |
Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques A Moran, JJ Fuertes, MA Prada, S Alonso, P Barrientos, I Diaz, ... Engineering Applications of Artificial Intelligence 26 (8), 1872-1880, 2013 | 22 | 2013 |
Complex process visualization through continuous feature maps using radial basis functions I Díaz, A Diez, AAC Vega Artificial Neural Networks—ICANN 2001: International Conference Vienna …, 2001 | 20 | 2001 |
Interactive feature space extension for multidimensional data projection D Pérez, L Zhang, M Schaefer, T Schreck, D Keim, I Díaz Neurocomputing 150, 611-626, 2015 | 19 | 2015 |
Fuzzy inference maps for condition monitoring with self-organising maps AA Cuadrado, I Díaz, AB Díez, F Obeso, JA González International conference in fuzzy logic and technology, 55-58, 2001 | 17* | 2001 |
Visual analysis of a cold rolling process using a dimensionality reduction approach D Perez, FJ García-Fernández, I Diaz, AA Cuadrado, DG Ordonez, ... Engineering Applications of Artificial Intelligence 26 (8), 1865-1871, 2013 | 16 | 2013 |
Energy analytics in public buildings using interactive histograms ID Blanco, AAC Vega, DP López, MD González, SA Castro, ... Energy and Buildings 134, 94-104, 2017 | 15 | 2017 |
Interactive dimensionality reduction for visual analytics I Diaz, AA Cuadrado, D Pérez, FJ Garcia, M Verleysen 2014 European Symposium on Artificial Neural Networks, Computational …, 2014 | 15* | 2014 |
Interactive data visualization of chatter conditions in a cold rolling mill D Pérez, I Díaz, AA Cuadrado, JL Rendueles, D García Computers in Industry 103, 86-96, 2018 | 14 | 2018 |
Analysis of Electric Power Consumption Using Self-Organizing Maps M Dominguez Gonzalez, JJ Fuertes, I Diaz Blanco, AA Cuadrado, ... World Congress 18 (1), 12213-12218, 2011 | 14* | 2011 |