Published June 24, 2022 | Version 1.0
Dataset Open

AraucanaXAI - HEPAR synthetic datasets

Creators

  • 1. EnGenome srl

Contributors

Research group:

Supervisor:

  • 1. University of Pavia

Description

Supporting datasets (iid and ood) used in the evaluation experiments of the paper "Why did AI get this one wrong? - tree-based explanations of machine learning model predictions" by Parimbelli, Buonocore, Nicora, Michalowski, Wilk and Bellazzi.

Files

HEPAR_simulated_patients.csv

Files (5.3 MB)

Name Size Download all
md5:c9dba19a102777456f2a2136c0a4e8f6
5.0 MB Preview Download
md5:1bc89a23c5c588640d8e20aecb3d8211
250.7 kB Preview Download

Additional details

Related works

Is published in
Journal article: 10.1016/j.dib.2023.108921 (DOI)
Is referenced by
Journal article: 10.1016/j.artmed.2022.102471 (DOI)

Funding

PERISCOPE – Pan-European Response to the ImpactS of COVID-19 and future Pandemics and Epidemics 101016233
European Commission

References

  • "A synthetic dataset of liver disorder patients" by Nicora, Buonocore, Parimbelli. DIB 2023
  • "Why did AI get this one wrong? - tree-based explanations of machine learning model predictions" by Parimbelli, Buonocore, Nicora, Michalowski, Wilk and Bellazzi. AIIM 2023
  • Onisko, Agnieszka, Marek J Druzdzel, Hanna Wasyluk and Agnieszka Onisko. "A Probabilistic Causal Model for Diagnosis of Liver Disorders." (2005).