Generating Synthetic Missing Data: A Review by Missing Mechanism MS Santos, RC Pereira, AF Costa, JP Soares, J Santos, PH Abreu IEEE Access 7, 11651-11667, 2019 | 96 | 2019 |
Reviewing Autoencoders for Missing Data Imputation: Technical Trends, Applications and Outcomes RC Pereira, MS Santos, PP Rodrigues, PH Abreu Journal of Artificial Intelligence Research 69, 1255-1285, 2020 | 85 | 2020 |
Partial Multiple Imputation with Variational Autoencoders: Tackling Not at Randomness in Healthcare Data RC Pereira, PH Abreu, PP Rodrigues IEEE Journal of Biomedical and Health Informatics, 2022 | 23 | 2022 |
VAE-BRIDGE: Variational Autoencoder Filter for Bayesian Ridge Imputation of Missing Data RC Pereira, PH Abreu, PP Rodrigues 2020 International Joint Conference on Neural Networks (IJCNN), 1-7, 2020 | 12 | 2020 |
ydata-profiling: Accelerating data-centric AI with high-quality data F Clemente, GM Ribeiro, A Quemy, MS Santos, RC Pereira, A Barros Neurocomputing 554, 126585, 2023 | 10 | 2023 |
Imputation of data Missing Not at Random: Artificial generation and benchmark analysis RC Pereira, PH Abreu, PP Rodrigues, MAT Figueiredo Expert Systems with Applications 249, 123654, 2024 | 6 | 2024 |
Missing Image Data Imputation using Variational Autoencoders with Weighted Loss RC Pereira, JC Santos, JP Amorim, PP Rodrigues, PH Abreu 28th European Symposium on Artificial Neural Networks, Computational …, 2020 | 6 | 2020 |
MNAR Imputation with Distributed Healthcare Data RC Pereira, MS Santos, PP Rodrigues, PH Abreu 19th EPIA Conference on Artificial Intelligence (EPIA 2019), 184-195, 2019 | 5 | 2019 |
Siamese Autoencoder-Based Approach for Missing Data Imputation RC Pereira, PH Abreu, PP Rodrigues 23rd International Conference on Computational Science (ICCS 2023) 14073, 33-46, 2023 | 2 | 2023 |
Siamese Autoencoder Architecture for the Imputation of Data Missing Not at Random RC Pereira, PH Abreu, PP Rodrigues Journal of Computational Science, 102269, 2024 | 1 | 2024 |
Automatic Delta-Adjustment Method Applied to Missing Not At Random Imputation RC Pereira, PP Rodrigues, MAT Figueiredo, PH Abreu 23rd International Conference on Computational Science (ICCS 2023) 14073 …, 2023 | 1 | 2023 |
A Data Visualization Approach for Intersection Analysis using AIS Data RC Pereira, PH Abreu, E Polisciuc, P Machado 14th International Joint Conference on Computer Vision, Imaging and Computer …, 2019 | 1 | 2019 |
Data Generation in Healthcare Environments RC Pereira, PP Rodrigues, IS Moreira, PH Abreu Journal of Biomedical Informatics, 104742, 2024 | | 2024 |
A Perspective on the Missing at Random Problem: Synthetic Generation and Benchmark Analysis JF Cabrera-Sánchez, RC Pereira, PH Abreu, EL Silva-Ramírez IEEE Access, 2024 | | 2024 |
Assessing Adversarial Effects of Noise in Missing Data Imputation AD Mangussi, RC Pereira, PH Abreu, AC Lorena 34th Brazilian Conference on Intelligent Systems (BRACIS), 2024 | | 2024 |
Artificial Intelligence Strategies for Missing Data Imputation using Healthcare Data RDC Pereira Artificial Intelligence Strategies for Missing Data Imputation using …, 2023 | | 2023 |