Publications by authors named "Elnaz Yousefi"
Artif Intell Med
April 2023
Article Synopsis
- Predicting disease trajectories early helps doctors provide better treatment and avoid misdiagnosis, but it's tough due to issues like irregular patient data and long-term dependencies.
- The proposed solution, Clinical-GAN, uses a Transformer-based Generative Adversarial Network to forecast patient medical codes by treating them like sequences in language models, improving data interpretation with a multi-head attention mechanism.
- Evaluated on a large dataset from the MIMIC-IV database, Clinical-GAN outperforms existing prediction methods, showing its effectiveness in handling the challenges of medical data forecasting.
