PhD Brais Cancela Barizo  

(TIT-UN)

Department Computer Science and Information Technologies
Knowledgment area Computational Science and Artificial Intelligence
Research  Research group Laboratorio de Investigación y Desarrollo en Inteligencia Artificial
Research lines Machine Learning, Deep Learning, Convex Optimization, Computer Vision
Contacto UDC directory
Orcid id0000-0002-2295-4142 ResearcherIDM-7669-2019 Scopus36975028400

Teaching

Subjects taught

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

Subject and involved studies Distance hours Total hours
Final Year Dissertation
Degree in Data Science and Engineering
0 4
Subject and involved studies Distance hours Total hours
AI in Big Data Environments 0 10.5
Basic Algorithms of Artificial Intelligence 0 22.5
Deep Learning 0 21
Design and Analysis of Algorithms 0 45
Final Year Dissertation 0 3.5
Intelligent Systems 0 75
Large Scale Machine Learning 0 21
Subject and involved studies Distance hours Total hours
Algorithms
Degree in Computer Engineering
0 23
Algorithms
Degree in Artificial Intelligence
0 20
Basic Algorithms of Artificial Intelligence
Degree in Artificial Intelligence
0 20
Design and Analysis of Algorithms
Degree in Data Science and Engineering
0 45
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 5.5
Final Year Dissertation. Mention in Information Technology
Degree in Computer Engineering
0 3
Intelligent Systems
Degree in Computer Engineering
Master's in Computer Engineering
0 15
Machine Learning II
Degree in Data Science and Engineering
0 29
Machine Learning III
Degree in Data Science and Engineering
0 21
Subject and involved studies Distance hours Total hours
Algorithms
Degree in Computer Engineering
0 17
Design and Analysis of Algorithms
Degree in Data Science and Engineering
0 45
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 8
Large Scale Machine Learning
Degree in Data Science and Engineering
0 6
Machine Learning II
Degree in Data Science and Engineering
0 29
Machine Learning III
Degree in Data Science and Engineering
0 21
Programming II
Degree in Computer Engineering
0 44
Subject and involved studies Distance hours Total hours
Algorithms
Degree in Computer Engineering
0 32
Design and Analysis of Algorithms
Degree in Data Science and Engineering
0 45
Human Machine Interfaces
Degree in Computer Engineering
0 60
Machine Learning II
Degree in Data Science and Engineering
0 21
Machine Learning III
Degree in Data Science and Engineering
0 21
Programming II
Degree in Computer Engineering
0 24
Subject and involved studies Distance hours Total hours
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
Industrial Engineering
0 60
Human Machine Interfaces
Degree in Computer Engineering
0 60
Intelligent Systems
Degree in Computer Engineering
Master's in Computer Engineering
0 44
Programming II
Degree in Computer Engineering
0 44
Software Design
Degree in Computer Engineering
0 20

Defined tutoring by teacher for 2024/2025 academic course.

Faculty of Computer Science

Quarter Day Site
2nd chance Tuesday
10:30 a 12:30
Edificio Área Científica - D1.02
2nd chance Wednesday
10:30 a 14:30
Edificio Área Científica - D1.02

Research results

Select merit type and year to query research merits.

ATEMPO - Asistencia Transfronteriza de EMergencias en el marco del POCTEP 2021-2027

Funding entity Union Europea
Main researches Francisco Javier González Varela, Manuel F. González Penedo
Type Proyecto UE
Dates From 01/09/2023 to 31/12/2025

Aprendizaje profundo ético

Funding entity Ministerio de Ciencia e Innovación
Main researches Cancela Barizo, Brais
Type Proyecto Programas Nacionales
Dates From 01/09/2022 to 31/08/2025

AXUDAS PARA A CONSOLIDACIÓN E ESTRUTURACIÓN DE UNIDADES DE INVESTIGACIÓN COMPETITIVAS.GRC 2022

Funding entity Consellería de Educación
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2022 to 20/11/2025

Algoritmos de selección de características verdes y rápidos

Funding entity Ministerio de Ciencia e Innovación
Main researches Verónica Bolón Canedo
Type Proyecto Programas Nacionales
Dates From 01/12/2022 to 30/11/2024

CEDCOVID: Ciencia e Ingeniería de datos para la evaluación, predicción poblacional y personalizada de la evolución de la enfermedad COVID-19

Funding entity Agencia Gallega de Innovación (GAIN)
Main researches Ricardo Cao Abad
Type Proyecto Programas Autonomicos
Dates From 01/11/2020 to 31/12/2022

Axudas para a consolidación e estruturación de unidades de investigación competitivas.GRC

Funding entity Consellería de Cultura, Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2019 to 20/11/2021

Performance and Sustainability of BERT Derivatives in Dyadic Data

Authors Miguel Escarda-Fernández, Carlos Eiras-Franco, Brais Cancela, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 58 (pages 111265. to 111265.)
DOI https://doi.org/10.1016/j.eswa.2024.125647

Beyond RMSE and MAE: Introducing EAUC to unmask hidden bias and unfairness in dyadic regression models

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, B. Cancela, Carlos Eiras-Franco
Journal IEEE Transactions on Neural Networks and Learning Systems

Spatial-temporal Feature-based End-to-end Fourier Network for 3D Sign Language Recognition

Authors S.Abdullahi, K. Chamnongthai, V. Bolón-Canedo, B. Cancela
Journal Expert Systems with Applications

Sustainable Transparency in Recommender Systems: Bayesian Ranking of Images for Explainability

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Carlos Eiras-Franco, B. Cancela
Journal Information Fusion Vol. 111 (pages 102497 to 102497)
DOI https://doi.org/10.1016/j.inffus.2024.102497

A Review of Green Artificial Intelligence: Towards a more sustainable future

Authors Verónica Bolón-Canedo, Laura Morán-Fernández, B. Cancela, Amparo Alonso-Betanzos
Journal Neurocomputing

On the reliability of machine learning models for survival analysis when cure is a possibility

Authors A. Ezquerro, Brais Cancela, A. López-Cheda
Journal Mathematics Vol. 11 Num. 19
DOI https://doi.org/10.3390/math11194150

E2E-FS: An End-to-End Feature Selection Method for Neural Networks

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
DOI https://doi.org/10.1109/tpami.2022.3228824.

Machine learning techniques to predict different levels of hospital care of CoVid-19

Authors Elena Hernandez-Pereira, Óscar Fontenla-Romero, Verónica Bolón-Canedo, Brais Cancela, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal APPLIED INTELLIGENCE Vol. 52 (pages 6413 to 6431)
DOI https://doi.org/10.1007/s10489-021-02743-2

A scalable saliency-based feature selection method with instance-level information

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, João Gama
Journal Knowledge-Based Systems Vol. 192 (pages 105326-1 to 105326-13)

Wavefront Marching Methods: a unified algorithm to solve Eikonal and static Hamilton-Jacobi equations

Authors Brais Cancela, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Discovering locations and habits from human mobility data

Authors T. Andrade, Brais Cancela, João Gama
Journal ANNALES DES TELECOMMUNICATIONS-ANNALS OF TELECOMMUNICATIONS Vol. 75 (pages 505 to 521)

Multiple human tracking system for unpredictable trajectories

Authors Brais Cancela, M Ortega, M G Penedo
Journal MACHINE VISION AND APPLICATIONS Vol. 25 Num. 2 (pages 511 to 527)
DOI https://doi.org/10.1007/s00138-013-0544-7

Improving retinal artery and vein classification by means of a minimal path approach

Authors Sonia González Vázquez, Brais Cancela Barizo, Noelia Barreira Rodríguez, Manuel González Penedo, María Rodríguez Blanco, Marta Pena Seijo, Gabriel Coll de Tuero, María Antonia Barceló, Marc Saez Zafra
Journal MACHINE VISION AND APPLICATIONS Vol. 24 Num. 5 (pages 919 to 930)
DOI https://doi.org/10.1007/s00138-012-0442-4

On the use of a minimal path approach for target trajectory analysis

Authors Brais Cancela Barizo, Marcos Ortega Hortas, Manuel González Penedo, Jorge Novo Buján, Noelia Barreira Rodríguez
Journal Pattern Recognition Vol. 46 Num. 7 (pages 2015 to 2027)
DOI https://doi.org/10.1016/j.patcog.2013.01.013

Hierarchical framework for robust and fast multiple-target tracking in surveillance scenarios

Authors Brais Cancela, Marcos Ortega Hortas, A. Fernández, M G Penedo
Journal Expert Systems with Applications Vol. 40 Num. 4 (pages 1116 to 1131)
DOI https://doi.org/10.1016/j.eswa.2012.08.025

Automatic processing of audiometry sequences for objective screening of hearing loss

Authors A. Fernández, M Ortega, Brais Cancela, M G Penedo, C. Vázquez, L.M. Gigirey
Journal Expert Systems with Applications Vol. 39 (pages 12683 to 12696)

Path Analysis in Multiple-Target Video Sequences

Authors Brais Cancela, Marcos Ortega Hortas, Alba Fernandez, M G Penedo
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 6979 (pages 50 to 59)

Solving Multiple-Target Tracking Using Adaptive Filters

Authors B. Cancela, Marcos Ortega Hortas, M G Penedo, A. Fernandez
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 6753 (pages 416 to 425)

Contextual and Skin Color Region Information for Locating Human Body Parts

Authors M.G. Penedo, Alba Fernandez, Marcos Ortega Hortas, Brais Cancela
Journal Journal of Computer and Information Technology Vol. 1 (pages 1 to 16)

Automatic analysis of the microaneurysm turnover in a web based framework for retinal analysis

Authors Noelia Barreira Rodríguez. Manuel González Penedo. Sonia González Vázquez. Lucía Ramos. Brais Cancela Barizo. Ana González López
Book Image Analysis and Modeling in Ophthalmology
Publishing: CRC Press.
ISBN: 9781466559301
Pages From 118 to 128

Explicabilidad Sostenible para Sistemas de Recomendación mediante Ranking Bayesiano de Imágenes
XI Simposio Teoría y Aplicaciones de Minería de Datos (TAMIDA)
National

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, B. Cancela, Carlos Eiras-Franco
Place Coruña, A (España)

Estudio sobre el uso de técnicas de detección de anomalías contra ataques adversarios
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National

Authors Jorge Núñez-Rivera, Carlos Eiras-Franco, B. Cancela
Place Coruña, A (España)

Black Box adversarial attacks over an NLP recommendation system
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National

Authors Brais Cancela, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Coruña, A (España)

Desvelando la Caja Negra: Utilización de Embeddings de Texto para el Ranking de Explicaciones
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National

Authors Miguel Escarda-Fernández, Brais Cancela, Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Coruña, A (España)

Green Machine Learning
30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2022)
International

Authors Verónica Bolón-Canedo, Laura Morán-Fernández, Brais Cancela, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

A Delayed Elastic-Net Approach for Performing Adversarial Attacks
25th International Conference on Pattern Recognition (ICPR 2020)
International

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Organization IEEE Communitation Society
Place Milán (Italia)

Can Data Placement Be Effective for Neural Networks Classification Tasks? Introducing the Orthogonal Loss
25th International Conference on Pattern Recognition (ICPR 2020)
International

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Organization IEEE Communitation Society
Place Milán (Italia)

Discovering Common Pathways Across Users' Habits in Mobility Data
19th EPIA Conference on Artificial Intelligence, EPIA 2019
International

Authors T. Andrade, Brais Cancela, J. Gama
Place Vila Real (Portugal)

Mining Human Mobility Data to Discover Locations and Habits
ECML PKDD 2019 Workshops: Machine Learning and Knowledge Discovery in Databases
International

Authors T. Andrade, Brais Cancela, J. Gama
Place Würzburg (Alemania)

Uso de técnicas de Saliency para Selección de Características
II Workshop en Big Data y Análisis de Datos Escalable - CAEPIA 2018
National

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Granada (España)

Feature Selection for Big Visual Data: Overview and Challenges
15th International Conference on Image Analysis and Recognition (ICIAR 2018)
International

Authors Verónica Bolón-Canedo, Beatriz Remeseiro, Brais Cancela
Place Povoa de Varzim (Portugal)

Automatic Identification of Vessel Crossovers in Retinal Images
The 9th International Conference on Machine Vision (ICMV 2016)
International

Authors Luisa Sánchez Brea, Noelia Barreira Rodríguez, Manuel González Penedo, Brais Cancela Barizo
Organization Science and Engineering Institute
Place Niza (Francia)
DOI https://doi.org/10.1117/12.2181376

A Wavefront Marching Method for Solving the Eikonal Equation on Cartesian Grids
IEEE International Conference on Computer Vision (ICCV 2015)
International

Authors B. Cancela, M. Ortega, M G Penedo
Organization IEEE Communitation Society
Place Santiago (Chile)

Unsupervised Trajectory Modelling using Temporal Information via Minimal Paths
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2014)
International

Authors B. Cancela, A. Iglesias, M. Ortega, M G Penedo
Organization IEEE Communitation Society
Place Columbus, Ohio (Estados Unidos)

Open-world Person Re-Identification by Multi-Label Assignment Inference
British Machine Vision Conference 2014
International

Authors Brais Cancela, T. Hospedales, S. Gong
Place Nottingham (Reino Unido)

Human Detection and Tracking Under Complex Activities
International Conference on Computer Vision Theory and Applications. VISSAP 2013
International

Authors Brais Cancela, M. Ortega, M G Penedo
Organization INSTICC
Place Barcelona (España)

Trajectory similarity measures using minimal paths
International Conference on Image Analysis and Processing, ICIAP 2013
International

Authors Brais Cancela, Marcos Ortega Hortas, A. Fernández, M G Penedo
Place Nápoles (Italia)

Path Analysis Using Directional Forces. A Practical Case: Traffic Scenes
Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2013
International

Authors Brais Cancela, M Ortega, M.G. Penedo
Place Funchal (Portugal)

Contextual and Skin Color Region Information for Face and Arms Location
Computer Aided Systems Theory - EUROCAST 2011
International

Authors M G Penedo, A. Fernández, M. Ortega, Brais Cancela
Organization Instituto Universitario de Ciencias y Tecnologías Cibernéticas, Universidad de Las Palmas de Gran Canaria
Place Palmas de Gran Canaria, Las (España)

Automatic analysis of the patient's conscious responses to the emission of auditory stimuli during the performance of an audiometry
International Conference on Digital Image Computing: Techniques and Applications
International

Authors A. Fernández, M. Ortega, M G Penedo, B. Cancela, L.M. Gigirey, C. Vázquez
Organization University of Queensland
Place Noosa (Australia)

On the Automatic Computation of the Arterio-Venous Ratio in Retinal Images: Using Minimal Paths for the Artery/Vein Classification
International Conference on Digital Image Computing: Techniques and Applications (DICTA)
International

Authors Sonia González Vázquez, Brais Cancela Barizo, Noelia Barreira Rodríguez, M G Penedo, Marc Saez Zafra
Place Sydney (Australia)

Positions

Academic or management positions held by teacher.

Xunta da Facultade de Informática

PDI (Membros Natos)

From 15/03/2023.

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)

From 15/03/2023.

Xunta da Facultade de Informática

PDI (Membros Natos)

From 04/11/2022 to 14/03/2023.

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)