Log in to save to my catalogue

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2581109860

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

About this item

Full title

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2022-11

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

Complex deep learning models show high prediction tasks in various clinical prediction tasks but their inherent complexity makes it more challenging to explain model predictions for clinicians and healthcare providers. Existing research on explainability of deep learning models in healthcare have two major limitations: using post-hoc explanations a...

Alternative Titles

Full title

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2581109860

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2581109860

Other Identifiers

E-ISSN

2331-8422

How to access this item