kere-nel/secure-data-eval

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Private-Preserving Dataset Combination

Preprocessing

To preprocess the eICU dataset for 24-hour mortality prediction, follow the cohort construction and preprocessing steps defined in the YAIB framework.

Score Replication: eICU

You can compute KL-divergence–based scores between datasets in both plaintext and encrypted settings. To compute divergence scores without encryption, run:

python kl_utils.py --score --plaintext --dataset eicu --data_path /path/to/data

To compute divergence scores in a privacy-preserving (encrypted) setting, run:

python kl_utils.py --score --encrypted --dataset eicu --data_path /path/to/data

Contributors

kere-nel

Issues