TRACE: Transformer-Based Risk Assessment for Clinical Evaluation

TRACE: Transformer-Based Risk Assessment for Clinical Evaluation

We present TRACE (Transformer-based Risk Assessment for Clinical Evaluation), a novel method for clinical risk assessment based on clinical data, leveraging the self-attention mechanism for enhanced feature interaction and result interpretation. Our approach is able to handle different data modaliti...

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Bibliographic Details
Main Authors: Dionysis Christopoulos, Sotiris Spanos, Valsamis Ntouskos, Konstantinos Karantzalos
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Self-attention
transformer encoder
tabular data
clinical data
melanoma
heart attack
Online Access:https://ieeexplore.ieee.org/document/11028068/
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