Ignacio Díaz Blanco

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 21

Top Topics

Biomedical Data

Dimensionality Reduction

Visual Analytics

Top Venues

Publications

José Ramón Rodríguez-Ossorio, Claudio Gallicchio, Antonio Morán, Ignacio Díaz Blanco, Juan José Fuertes, Manuel Domínguez
Deep Echo State Networks for Modelling of Industrial Systems. EANN (2024)
Diego García-Pérez, Mariam Saeed, Ignacio Díaz Blanco, José M. Enguita, Juan Manuel Guerrero, Fernando Briz
Machine Learning for Inverter-Fed Motors Monitoring and Fault Detection: An Overview. IEEE Access 12 (2024)
Ignacio Díaz Blanco, José M. Enguita, Abel A. Cuadrado, Diego García-Pérez, Ana González-Muñiz
Visual Analytics Tools for the Study of Complex Problems in Engineering and Biomedicine. AIAI Workshops (2023)
Ana González-Muñiz, José María Enguita, Ignacio Díaz Blanco, Diego García-Pérez, Abel Alberto Cuadrado Vega, Nuria Valdés, María D. Chiara
Visualizing Cell Motility Patterns from Time Lapse Videos with Interactive 2D Maps Generated with Deep Autoencoders. AIAI Workshops (2023)
Diego García, Daniel Pérez, Panagiotis Papapetrou, Ignacio Díaz Blanco, Abel A. Cuadrado, José Maria Enguita, Ana González-Muñiz, Manuel Domínguez
Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation. AIAI Workshops (2023)
Ana González-Muñiz, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Diego García-Pérez, Daniel Pérez
Two-step residual-error based approach for anomaly detection in engineering systems using variational autoencoders. Comput. Electr. Eng. 101 (2022)
Ignacio Díaz Blanco, José M. Enguita, Diego García-Pérez, Maria Dolores Chiara-Romero, Nuria Valdés, Ana González-Muñiz, Abel Alberto Cuadrado Vega
Interactive visual analytics for medical data: application to COVID-19 clinical information during the first wave. ESANN (2022)
Ana González-Muñiz, Ignacio Díaz Blanco, Abel A. Cuadrado, Diego García-Pérez
Health indicator for machine condition monitoring built in the latent space of a deep autoencoder. Reliab. Eng. Syst. Saf. 224 (2022)
Ignacio Díaz Blanco, José M. Enguita, Diego García-Pérez, Ana González-Muñiz, Abel Alberto Cuadrado Vega, Maria Dolores Chiara-Romero, Nuria Valdés
Interactive dual projections for gene expression analysis. ESANN (2022)
Ignacio Díaz Blanco, José M. Enguita, Ana González, Diego García, Abel A. Cuadrado, María D. Chiara, Nuria Valdés
Morphing projections: a new visual technique for fast and interactive large-scale analysis of biomedical datasets. Bioinform. 37 (11) (2021)
Diego Garcia-Perez, Daniel Pérez-López, Ignacio Díaz Blanco, Ana González-Muñiz, Manuel Domínguez-González, Abel Alberto Cuadrado Vega
Fully-Convolutional Denoising Auto-Encoders for NILM in Large Non-Residential Buildings. IEEE Trans. Smart Grid 12 (3) (2021)
Serafín Alonso, Antonio Morán Álvarez, Daniel Pérez, Miguel A. Prada, Ignacio Díaz Blanco, Manuel Domínguez
Estimating cooling production and monitoring efficiency in chillers using a soft sensor. Neural Comput. Appl. 32 (23) (2020)
Serafín Alonso, Antonio Morán Álvarez, Daniel Pérez, Perfecto Reguera, Ignacio Díaz Blanco, Manuel Domínguez
Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers. EANN (2019)
Serafín Alonso, Daniel Pérez, Antonio Morán Álvarez, Juan J. Fuertes-Martínez, Ignacio Díaz Blanco, Manuel Domínguez
A Deep Learning Approach for Fusing Sensor Data from Screw Compressors. Sensors 19 (13) (2019)
Alex Endert, W. Ribarsky, Cagatay Turkay, B. L. William Wong, Ian T. Nabney, Ignacio Díaz Blanco, Fabrice Rossi
The State of the Art in Integrating Machine Learning into Visual Analytics. CoRR (2018)
Daniel Pérez, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, José L. Rendueles, Diego García
Interactive data visualization of chatter conditions in a cold rolling mill. Comput. Ind. 103 (2018)
Ignacio Díaz Blanco, Daniel Pérez, Abel Alberto Cuadrado Vega, Diego Garcia-Perez, Manuel Domínguez-González
Interactive dimensionality reduction of large datasets using interpolation. ESANN (2018)
Diego García, Ignacio Díaz Blanco, Daniel Pérez, Abel Alberto Cuadrado Vega, Manuel Domínguez-González
Latent variable analysis in hospital electric power demand using non-negative matrix factorization. ESANN (2017)
Antonio Morán Álvarez, Serafín Alonso, Miguel A. Prada, Juan J. Fuertes-Martínez, Ignacio Díaz Blanco, Manuel Domínguez-González
Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders. EANN (2017)
Alex Endert, W. Ribarsky, Cagatay Turkay, B. L. William Wong, Ian T. Nabney, Ignacio Díaz Blanco, Fabrice Rossi
The State of the Art in Integrating Machine Learning into Visual Analytics. Comput. Graph. Forum 36 (8) (2017)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Michel Verleysen
A state-space model on interactive dimensionality reduction. ESANN (2016)
Serafín Alonso, Miguel A. Prada, Juan J. Fuertes-Martínez, Ignacio Díaz Blanco, Manuel Domínguez-González
Analysis of Electricity Bill Data using Interactive Dimensionality Reduction. EANN Workshops (2015)
Daniel Pérez, Leishi Zhang, Matthias Schäfer, Tobias Schreck, Daniel A. Keim, Ignacio Díaz Blanco
Interactive feature space extension for multidimensional data projection. Neurocomputing 150 (2015)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Daniel Pérez, Francisco J. García-Fernández, Michel Verleysen
Interactive dimensionality reduction for visual analytics. ESANN (2014)
Antonio Morán Álvarez, Juan J. Fuertes-Martínez, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Ignacio Díaz Blanco, Manuel Domínguez-González
Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques. Eng. Appl. Artif. Intell. 26 (8) (2013)
Daniel Pérez, Leishi Zhang, Matthias Schäfer, Tobias Schreck, Daniel A. Keim, Ignacio Díaz Blanco
Interactive Visualization and Feature Transformation for Multidimensional Data Projection. VAMP@EuroVis (2013)
Francisco J. García-Fernández, Michel Verleysen, John A. Lee, Ignacio Díaz Blanco
Stability Comparison of Dimensionality Reduction Techniques Attending to Data and Parameter Variations. VAMP@EuroVis (2013)
Francisco J. García-Fernández, Michel Verleysen, John Aldo Lee, Ignacio Díaz Blanco
Sensitivity to parameter and data variations in dimensionality reduction techniques. ESANN (2013)
Juan J. Fuertes-Martínez, Manuel Domínguez-González, Ignacio Díaz Blanco, Miguel A. Prada, Antonio Morán Álvarez, Serafín Alonso
Visualization maps based on SOM to analyze MIMO systems. Neural Comput. Appl. 23 (5) (2013)
Daniel Pérez, Francisco J. García-Fernández, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Daniel G. Ordonez, Alberto B. Diez, Manuel Domínguez-González
Visual analysis of a cold rolling process using a dimensionality reduction approach. Eng. Appl. Artif. Intell. 26 (8) (2013)
Antonio Morán Álvarez, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Juan J. Fuertes-Martínez, Manuel Domínguez-González, Ignacio Díaz Blanco
Two-Stage Approach for Electricity Consumption Forecasting in Public Buildings. IDA (2012)
Ignacio Díaz Blanco, Manuel Domínguez-González, Abel Alberto Cuadrado Vega, Alberto B. Diez González, Juan J. Fuertes-Martínez
MorphingProjections: Interactive Visualization of Electric Power Demand Time Series. EuroVis (Short Papers) (2012)
Daniel Pérez, Francisco J. García-Fernández, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Daniel G. Ordonez, Alberto B. Diez, Manuel Domínguez-González
Visual Analysis of a Cold Rolling Process Using Data-Based Modeling. EANN (2012)
Antonio Morán Álvarez, Juan J. Fuertes-Martínez, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Ignacio Díaz Blanco
Analysis of Electricity Consumption Profiles by Means of Dimensionality Reduction Techniques. EANN (2012)
Manuel Domínguez-González, Juan J. Fuertes-Martínez, Ignacio Díaz Blanco, Miguel A. Prada, Serafín Alonso, Antonio Morán Álvarez
Monitoring industrial processes with SOM-based dissimilarity maps. Expert Syst. Appl. 39 (8) (2012)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez, Manuel Domínguez-González
Manifold Learning for Visualization of Vibrational States of a Rotating Machine. ICANN (2) (2011)
Francisco J. García-Fernández, Ignacio Díaz Blanco, Ignacio Álvarez, Daniel Pérez, Daniel G. Ordonez, Manuel Domínguez-González
Time-Frequency Analysis of Hot Rolling Using Manifold Learning. EANN/AIAI (1) (2011)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez González, Manuel Domínguez-González, Juan J. Fuertes-Martínez, Miguel A. Prada
Visualization of Changes in Process Dynamics Using Self-Organizing Maps. ICANN (2) (2010)
Miguel A. Prada, Manuel Domínguez-González, Ignacio Díaz Blanco, Juan J. Fuertes-Martínez, Perfecto Reguera-Acevedo, Antonio Morán Álvarez, Serafín Alonso
Application of SOM-Based Visualization Maps for Time-Response Analysis of Industrial Processes. ICANN (2) (2010)
Juan J. Fuertes-Martínez, Manuel Domínguez-González, Perfecto Reguera-Acevedo, Miguel A. Prada, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega
Visual dynamic model based on self-organizing maps for supervision and fault detection in industrial processes. Eng. Appl. Artif. Intell. 23 (1) (2010)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez, Juan J. Fuertes-Martínez, Manuel Domínguez-González, Miguel A. Prada
Visualization of MIMO Process Dynamics Using Local Dynamic Modelling with Self Organizing Maps. EANN (2009)
Ignacio Díaz Blanco, Manuel Domínguez-González, Abel Alberto Cuadrado Vega, Juan J. Fuertes-Martínez
A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes. Expert Syst. Appl. 34 (4) (2008)
Juan J. Fuertes-Martínez, Miguel A. Prada, Manuel Domínguez-González, Perfecto Reguera-Acevedo, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega
Modeling of Dynamics Using Process State Projection on the Self Organizing Map. ICANN (1) (2007)
Manuel Domínguez-González, Juan J. Fuertes-Martínez, Perfecto Reguera-Acevedo, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega
Internet-based remote supervision of industrial processes using self-organizing maps. Eng. Appl. Artif. Intell. 20 (6) (2007)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez González, Juan J. Fuertes-Martínez, Manuel Domínguez-González, Perfecto Reguera-Acevedo
Visualization of Dynamics Using Local Dynamic Modelling with Self Organizing Maps. ICANN (1) (2007)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez González
Visualizing Knowledge for Data Mining using Dimension Reduction Mappings. IRI (2004)
Sergio R. Cuesta, Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez
A visual approach for fuzzy rule induction. ETFA (2) (2003)
Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Alberto B. Diez González
Correlation Visualization of High Dimensional Data Using Topographic Maps. ICANN (2002)
Abel Alberto Cuadrado Vega, Ignacio Díaz Blanco, Alberto B. Diez González, Faustino Obeso, Juan A. González
Fuzzy inference maps for condition monitoring with self-organizing maps. EUSFLAT Conf. (2001)
Ignacio Díaz Blanco, Alberto B. Diez González, Abel Alberto Cuadrado Vega
Complex Process Visualization through Continuous Feature Maps Using Radial Basis Functions. ICANN (2001)