Daniel Garabato Míguez  

(PC-PD)

Department Computer Science
Knowledgment area Computational Science and Artificial Intelligence
Research  Research group Laboratorio Interdisciplinar de Aplicaciones de la Inteligencia Artificial
Research lines No data available from Curriculum Management System at UDC. (SUXI).
Contacto UDC directory
Orcid id0000-0002-7133-6623 ResearcherIDK-3701-2018 Scopus57191586923

Teaching

Subjects taught

This section shows the teaching given in degrees, masters and other officers studies in last 6 years.

Subject and involved studies Total hours
Advanced Web Design Tools
Degree in Audiovisual Communication
14
Audiovisual Computer Science
Degree in Audiovisual Communication
20
Language Processing
Degree in Computer Engineering
26

EOG works and final master thesis directed

Directed or codirected by current teacher since 2013 year.

Mobile platform for networked disk cloning based on Clonezilla

Research results

Select merit type and year to query research merits.

Asesoramento na implantación de tecnoloxías Big Data e técnicas de Minería de Datos

Funding entity FUNDACIÓN PROFESOR NOVOA SANTOS
Main researches José Carlos Dafonte Vázquez, Francisco Javier Nóvoa de Manuel
Type Contrato
Dates From 04/07/2017 to 03/09/2017

SOMIDS: Sistema de Detección de Intrusos basado en Mapas Auto-Organizados

Type Software Registrado
Entity UNIVERSIDADE DA CORUÑA (UDC)
Authors Francisco Javier Nóvoa De Manuel, José Carlos Dafonte Vázquez, Diego Fustes Villadóniga, M.A. Álvarez, D. Garabato
Application date 18/11/2016

Distributed Fast Self-Organized Maps for Massive Spectrophotometric Data Analysis

Authors Carlos Dafonte, D. Garabato, M.A. Álvarez, Minia Manteiga Outeiro
Journal SENSORS Vol. 18 Num. 5 (pages 1 to 16)
DOI https://doi.org/10.3390/s18051419

Gaia Data Release 2. Summary of the contents and survey properties

Authors A. G.A. Brown, A. Vallenari, T. Prusti, J. H. J. de Bruijne, Carlos Dafonte, Minia Manteiga Outeiro, Bernardino Arcay Varela, D. Garabato, M.A. Álvarez, R. Carballo, Ana Maria Ulla Miguel
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 21)
DOI https://doi.org/10.1051/0004-6361/201833051

Gaia Data Release 2. Kinematics of globular clusters and dwarf galaxies around the Milky Way

Authors A. Helmi, van Leeuwen, J. F. N., P. McMillan, Carlos Dafonte, Minia Manteiga Outeiro, Bernardino Arcay Varela, D. Garabato, M.A. Álvarez, R. Carballo, Ana Maria Ulla Miguel
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 10)
DOI https://doi.org/10.1051/0004-6361/201832698

Gaia Data Release 2. Mapping the Milky Way disc kinematics

Authors D. Katz, Carlos Dafonte, Minia Manteiga Outeiro, Bernardino Arcay Varela, D. Garabato, M.A. Álvarez, R. Carballo, Ana Maria Ulla Miguel
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 15)
DOI https://doi.org/10.1051/0004-6361/201832865

Gaia Data Release 2. Observations of solar system objects

Authors F. Spoto, Carlos Dafonte, Minia Manteiga Outeiro, Bernardino Arcay Varela, D. Garabato, M.A. Álvarez, R. Carballo, Ana Maria Ulla Miguel
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 24)
DOI https://doi.org/10.1051/0004-6361/201832900

Gaia Data Release 2. Observational Hertzsprung-Russell diagrams

Authors C. Babusiaux, van Leeuwen, J. F. N., C. Jordi, A. Vallenari, Carlos Dafonte, Minia Manteiga Outeiro, Bernardino Arcay Varela, D. Garabato, M.A. Álvarez, R. Carballo, Ana Maria Ulla Miguel
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 15)
DOI https://doi.org/10.1051/0004-6361/201832843

Gaia Data Release 2. The celestial reference frame (Gaia-CRF2)

Authors F. Mignard, Carlos Dafonte, Minia Manteiga Outeiro, Bernardino Arcay Varela, D. Garabato, M.A. Álvarez, R. Carballo, Ana Maria Ulla Miguel
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 17)
DOI https://doi.org/10.1051/0004-6361/201832916

Gaia Data Release 1. Open cluster astrometry: performance, limitations, and future prospects

Authors van Leeuwen, J. F. N., A. Vallenari, C. Jordi, L. Lindegren, Minia Manteiga Outeiro, Bernardino Arcay Varela, José Carlos Dafonte Vázquez, M.A. Álvarez, D. Garabato
Journal ASTRONOMY & ASTROPHYSICS Vol. 601 Num. A19
DOI https://doi.org/10.1051/0004-6361/201730552

Gaia Data Release 1. Testing parallaxes with local Cepheids and RR Lyrae stars

Authors G. Clementini, L. Eyer, V. Ripepi, M. Marconi, T. Muraveva, A. Garofalo, Minia Manteiga Outeiro, Bernardino Arcay Varela, José Carlos Dafonte Vázquez, M.A. Álvarez, D. Garabato
Journal ASTRONOMY & ASTROPHYSICS (pages 1 to 29)
DOI https://doi.org/10.1051/0004-6361/201629925

On the estimation of stellar parameters with uncertainty prediction from Generative Artificial Neural Networks: application to Gaia RVS simulated spectra

Authors José Carlos Dafonte Vázquez, Diego Fustes Villadóniga, Minia Manteiga Outeiro, D. Garabato, M.A. Álvarez, Ana Maria Ulla Miguel, C. Allende Prieto
Journal ASTRONOMY & ASTROPHYSICS Vol. 594 (pages 1 to 10)
DOI https://doi.org/10.1051/0004-6361/201527045

Gaia Data Release 1. Summary of the astrometric, photometric, and survey properties

Authors A. G.A. Brown, Minia Manteiga Outeiro, M.A. Álvarez, Bernardino Arcay Varela, José Carlos Dafonte Vázquez, D. Garabato, Diego Fustes Villadóniga
Journal ASTRONOMY & ASTROPHYSICS Vol. 595 (pages 1 to 23)
DOI https://doi.org/10.1051/0004-6361/201629512

The Gaia mission

Authors T. Prusti, Minia Manteiga Outeiro, M.A. Álvarez, Bernardino Arcay Varela, José Carlos Dafonte Vázquez, D. Garabato, Diego Fustes Villadóniga
Journal ASTRONOMY & ASTROPHYSICS Vol. 595 (pages 1 to 36)
DOI https://doi.org/10.1051/0004-6361/201629272

Network Data Unsupervised Clustering to Anomaly Detection
I Congreso XoveTIC
Autonomous

Authors M. F. López-Vizcaíno, Carlos Dafonte, Francisco Javier Nóvoa De Manuel, D. Garabato, M.A. Álvarez
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2181173

Enhanced SOM distributed processing for the classification of large spectroscopic data in the Gaia mission
European Week of Astronomy and Space Science (EWASS 2017)
International

Authors M.A. Álvarez, D. Garabato, Carlos Dafonte, Minia Manteiga Outeiro
Organization European Astronomical Society (EAS)
Place Praga (República Checa)

A distributed and enhanced implementation of unsupervised ANNs applied to spectrophotometry clustering in the ESA Gaia mission
European Week of Astronomy and Space Science (EWASS 2017)
International

Authors M.A. Álvarez, D. Garabato, Carlos Dafonte, Minia Manteiga Outeiro
Organization European Astronomical Society (EAS)
Place Praga (República Checa)

Analysis tool for multi dimension clustering of Gaia Outliers
XXXVI Reunión Bienal de la Real Sociedad Española de Física, 27 Encuentro Ibérico de Enseñanza de la Física
National

Authors M.A. Álvarez, D. Garabato, Carlos Dafonte, Minia Manteiga Outeiro
Organization Real Sociedad Española de Física
Place Santiago de Compostela (España)

GUASOM analysis of the Alhambra survey
Early Data Release and Scientific Exploitation of the J-PLUS Survey
International

Authors D. Garabato, Minia Manteiga Outeiro, Carlos Dafonte, M.A. Álvarez
Organization Red de Infraestructuras de Astronomía (RIA)
Place Teruel (España)
DOI https://doi.org/10.5281/zenodo.1041764

Distributed Unsupervised Clustering for Outlier Analysis in the Biggest Milky Way Survey: ESA Gaia Mission
11th Ubiquitous Computing and Ambient Intelligence (UCAmI 2017)
International

Authors D. Garabato, Carlos Dafonte, M.A. Álvarez, Minia Manteiga Outeiro
Organization MAmI Research Lab, University of Castilla-La Mancha
Place Philadelphia, PA (Estados Unidos)
DOI https://doi.org/10.1007/978-3-319-67585-5_81

Mecanismos de selección de target orientado a marketing online: Vippter
Machine Learning Workshop Galicia 2017
Autonomous

Authors M. F. López-Vizcaíno, José Carlos Dafonte Vázquez, Francisco Javier Nóvoa De Manuel, D. Garabato, M.A. Álvarez
Organization CITIUS
Place Santiago de Compostela (España)

Data mining techniques for Gaia data releases
European Week of Astronomy and Space Science (2016)
International

Authors M.A. Álvarez, D. Garabato, José Carlos Dafonte Vázquez, Minia Manteiga Outeiro
Organization European Astronomical Society (EAS)
Place Athens (Grecia)

Analysis and Knowledge Discovery by Means of Self-Organizing Maps for Gaia Data Releases
International Conference on Neural Information Processing (ICONIP) 2016
International

Authors M.A. Álvarez, D. Garabato, Minia Manteiga Outeiro, Carlos Dafonte
Place Kyoto (Japón)
DOI https://doi.org/10.1007/978-3-319-46681-1_17

Gaia and the Planetary Nebulae
IAUS 323: Planetary Nebulae: Multi-Wavelength Probes of Stellar and Galactic Evolution
International

Authors Minia Manteiga Outeiro, José Carlos Dafonte Vázquez, M.A. Álvarez, D. Garabato, Ana María Ulla Miguel, C. Jordi
Organization International Astronomical Union (IAU)
Place Beijing (China)
DOI https://doi.org/10.1017/s1743921317002137

A distributed learning algorithm for Self-organizing Maps intended for outlier analysis in the GAIA - ESA mission
International Joint Conference IFSA - EUSFLAT 2015. 16th World Congress of the International Fuzzy Systems Association (IFSA) / 9th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT)
International

Authors D. Garabato, José Carlos Dafonte Vázquez, Minia Manteiga Outeiro, Diego Fustes Villadóniga, M.A. Álvarez, Bernardino Arcay Varela
Organization International Fuzzy Systems Association (IFSA) / European Society for Fuzzy Logic and Technology (EUSFLAT)
Place Gijón (España)
DOI https://doi.org/10.2991/ifsa-eusflat-15.2015.126

Derivation of stellar parameters from Gaia RVS spectra with prediction uncertainty using Generative Artificial Neural Networks (GANNs)
IAU XXIX General Assembly
International

Authors Minia Manteiga Outeiro, José Carlos Dafonte Vázquez, Ana Maria Ulla Miguel, M.A. Álvarez, D. Garabato, Diego Fustes Villadóniga
Organization International Astronomical Union (IAU)
Place Honolulu (Estados Unidos)

Data Mining and Knowledge Discovery in Gaia survey: GUASOM, an analysis tool based on Self Organizing Maps
IAU XXIX General Assembly
International

Authors Minia Manteiga Outeiro, José Carlos Dafonte Vázquez, Ana Maria Ulla Miguel, M.A. Álvarez, D. Garabato, Diego Fustes Villadóniga
Organization International Astronomical Union (IAU)
Place Honolulu (Estados Unidos)

Stellar parameterization from Gaia RVS spectra with prediction uncertainty using Generative Artificial Neural Networks (GANNs)
European Week of Astronomy and Space Science (EWASS 2015)
International

Authors Minia Manteiga Outeiro, José Carlos Dafonte Vázquez, Diego Fustes Villadóniga, D. Garabato, M.A. Álvarez, Ana Maria Ulla Miguel
Organization European Astronomical Society (EAS)
Place San Cristóbal de La Laguna (España)

GUASOM: Gaia Utility for Analysis and knowledge discovery based on Self Organizing Maps. Results on the SDSS spectroscopic archive
European Week of Astronomy and Space Science (EWASS 2015)
International

Authors Minia Manteiga Outeiro, José Carlos Dafonte Vázquez, Diego Fustes Villadóniga, M.A. Álvarez, D. Garabato, Ana Maria Ulla Miguel
Organization European Astronomical Society (EAS)
Place San Cristóbal de La Laguna (España)

GUASOM: Gaia Utility for Analysis and Knowledge Discovery based on Self Organizing Maps
The Milky Way Unravelled by Gaia: GREAT-ITN Science from the Gaia Data Releases
International

Authors Diego Fustes Villadóniga, Minia Manteiga Outeiro, José Carlos Dafonte Vázquez, Bernardino Arcay Varela, M.A. Álvarez, D. Garabato
Organization Gaia Research for European Astronomy Training (GREAT-ITN)
Place Barcelona (España)