notesum.ai

Published at November 20

SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers

cs.AI

Released Date: November 20, 2024

Authors: Hojjat Karami¹, David Atienza¹, Anisoara Ionescu¹

Aff.: ¹EPFL

Arxiv: http://arxiv.org/abs/2411.13428v1

	Precision	Recall	Density	Coverage	MSE_corr
Test split	0.863 (0.004)	0.878 (0.003)	0.984 (0.005)	0.966 (0.001)	0.02
SynEHRgy	0.797 (0.005)	0.841 (0.004)	0.673 (0.01)	0.873 (0.001)	0.036
SynEHRgy0	0.452(.018)	0.227(0.020)	0.345(0.009)	0.150(0.014)	0.133
TimEHR	0.593 (0.008)	0.669 (0.011)	0.385 (0.011)	0.613 (0.003)	0.059
HALO	0.521 (0.021)	0.469 (0.002)	0.387 (0.022)	0.19 (0.003)	0.072
RTSGAN	0.725 (0.026)	0.113 (0.019)	0.744 (0.054)	0.108 (0.001)	0.097