Brais Cancela Barizo File.

Subject and involved studies	Type	Total hours
AI in Big Data Environments Master's Degree in Artificial Intelligence	Optional	10.5
Basic Algorithms of Artificial Intelligence Degree in Artificial Intelligence	Compulsory	24
Deep Learning Degree in Artificial Intelligence	Optional	21
Design and Analysis of Algorithms Degree in Data Science and Engineering	Compulsory	45
Final Year Dissertation Degree in Data Science and Engineering	Compulsory	4
Intelligent Systems Degree in Computer Engineering Master's in Computer Engineering	Compulsory	52

Subject and involved studies	Type	Total hours
AI in Big Data Environments Master's Degree in Artificial Intelligence	Optional	10.5
Basic Algorithms of Artificial Intelligence Degree in Artificial Intelligence	Compulsory	22.5
Deep Learning Degree in Artificial Intelligence	Optional	21
Design and Analysis of Algorithms Degree in Data Science and Engineering	Compulsory	45
Final Year Dissertation Degree in Data Science and Engineering	Compulsory	3.5
Intelligent Systems Degree in Computer Engineering Master's in Computer Engineering	Compulsory	75
Large Scale Machine Learning Degree in Data Science and Engineering	Optional	21

Subject and involved studies	Type	Total hours
Algorithms Degree in Computer Engineering	Compulsory	23
Algorithms Degree in Artificial Intelligence	Compulsory	20
Basic Algorithms of Artificial Intelligence Degree in Artificial Intelligence	Compulsory	20
Design and Analysis of Algorithms Degree in Data Science and Engineering	Compulsory	45
Final Year Dissertation. Mention in Computer Science Degree in Computer Engineering	Compulsory	5.5
Final Year Dissertation. Mention in Information Technology Degree in Computer Engineering	Compulsory	3
Intelligent Systems Degree in Computer Engineering Master's in Computer Engineering	Compulsory	15
Machine Learning II Degree in Data Science and Engineering	Compulsory	29
Machine Learning III Degree in Data Science and Engineering	Compulsory	21

Subject and involved studies	Type	Total hours
Algorithms Degree in Computer Engineering	Compulsory	17
Design and Analysis of Algorithms Degree in Data Science and Engineering	Compulsory	45
Final Year Dissertation. Mention in Computer Science Degree in Computer Engineering	Compulsory	8
Large Scale Machine Learning Degree in Data Science and Engineering	Optional	6
Machine Learning II Degree in Data Science and Engineering	Compulsory	29
Machine Learning III Degree in Data Science and Engineering	Compulsory	21
Programming II Degree in Computer Engineering	Core	44

Subject and involved studies	Type	Total hours
Algorithms Degree in Computer Engineering	Compulsory	32
Design and Analysis of Algorithms Degree in Data Science and Engineering	Compulsory	45
Human Machine Interfaces Degree in Computer Engineering	Compulsory	60
Machine Learning II Degree in Data Science and Engineering	Compulsory	21
Machine Learning III Degree in Data Science and Engineering	Compulsory	21
Programming II Degree in Computer Engineering	Core	24

Subject and involved studies	Type	Total hours
Computer Science Automation and Industrial Electronics Engineering Degree in Electrical Engineering Industrial Engineering	Core	60
Human Machine Interfaces Degree in Computer Engineering	Compulsory	60
Intelligent Systems Degree in Computer Engineering Master's in Computer Engineering	Compulsory	44
Programming II Degree in Computer Engineering	Core	44
Software Design Degree in Computer Engineering	Compulsory	20

Quarter	Day	Site
1st quarter	Tuesday 12:00 a 14:00	Edificio Área Científica - D1.02
1st quarter	Thursday 12:00 a 14:00	Edificio Área Científica - D1.02
1st quarter	Friday 12:00 a 14:00	Edificio Área Científica - D1.02


DNA strand classification through different explainable machine learning models
Efficient Architectures for LLMs: Study and Implementation of Mixture of Experts in Transformer Models
Perceptual Latent Representations: Improving Visual Fidelity and Autonomous Control in World Models
Robustness analysis of a dynamic feature selection model against adversarial attacks


Dynamic feature selection model applied to a classification task.


Deep learning language models for music analysis and generation


Deep reinforcement learning for image classification
Metrics to determine how difficult is to hack a Convolutional Neural Network


Creation of a human re-identification system based in features


Web Application for human behavior analysis in crowded scenes

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

From Mobility Data to Habits and Common Pathways

Authors	T. Andrade, Brais Cancela, João Gama
Journal	EXPERT SYSTEMS
DOI	https://doi.org/10.1111/exsy.12627

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)

2014

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)

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

PhD Brais Cancela Barizo

(TIT-UN)

Teaching

Subjects taught

Faculty of Computer Science

EOG works and final master thesis directed

Research results

Positions

Computer Science and Information Technology

Secretario

Xunta da Facultade de Informática

PDI (Membros Natos)

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)

Xunta da Facultade de Informática

PDI (Membros Natos)

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)