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pro vyhledávání: '"ABREU, Pedro"'
Group fairness in machine learning is a critical area of research focused on achieving equitable outcomes across different groups defined by sensitive attributes such as race or gender. Federated learning, a decentralized approach to training machine
Externí odkaz:
http://arxiv.org/abs/2410.03855
In the evolving field of machine learning, ensuring fairness has become a critical concern, prompting the development of algorithms designed to mitigate discriminatory outcomes in decision-making processes. However, achieving fairness in the presence
Externí odkaz:
http://arxiv.org/abs/2402.07586
Despite Convolutional Neural Networks having reached human-level performance in some medical tasks, their clinical use has been hindered by their lack of interpretability. Two major interpretability strategies have been proposed to tackle this proble
Externí odkaz:
http://arxiv.org/abs/2305.03002
Publikováno v:
Computational Science - ICCS 2023. ICCS 2023. Lecture Notes in Computer Science, vol 14073. Springer, Cham
While fairness-aware machine learning algorithms have been receiving increasing attention, the focus has been on centralized machine learning, leaving decentralized methods underexplored. Federated Learning is a decentralized form of machine learning
Externí odkaz:
http://arxiv.org/abs/2209.13678
Autor:
Moura, João, Samões, Raquel, Sousa, Ana Paula, Figueiroa, Sónia, Mendonça, Teresa, Abreu, Pedro, Guimarães, Joana, Melo, Claúdia, Sousa, Raquel, Soares, Mafalda, Correia, Ana Sofia, Marques, Inês Brás, Perdigão, Sandra, Alves, Ivânia, Felgueiras, Helena, Nzwalo, Hipólito, Mendes, Irene, Almeida, Vânia, Boleixa, Daniela, Carneiro, Paula, Neves, Esmeralda, Silva, Ana Martins, Sá, Maria José, Santos, Ernestina
Publikováno v:
In Journal of the Neurological Sciences 15 September 2024 464
Autor:
Pereira, Ricardo Cardoso, Abreu, Pedro Henriques, Rodrigues, Pedro Pereira, Figueiredo, Mário A.T.
Publikováno v:
In Expert Systems With Applications 1 September 2024 249 Part B
Autor:
Faustino, Patrícia, Cruz, Diana Marques, Fernandes, Catarina, Pereira, Andressa, Franco, Roberto, Costa, Sara, Matos, Sara, Morganho, Armando, Fraga, Carla, Santos, Ernestina, Ladeira, Filipa, Santos, Mónica, Abreu, Pedro, Batista, Sónia, Vale, José, Sá, Maria José, Santos, Mariana
Publikováno v:
In Multiple Sclerosis and Related Disorders December 2024 92
Autor:
Singh, Ajit, Bartington, Suzanne E., Abreu, Pedro, Anderson, Ruth, Cowell, Nicole, Leach, Felix C.P.
Publikováno v:
In Heliyon 15 August 2024 10(15)
Publikováno v:
In Journal of Computational Science June 2024 78