Self-explaining neural network with concept-based explanations for ICU mortality prediction

Author:

Kumar Sayantan1,Yu Sean C.2,Kannampallil Thomas3,Abrams Zachary2,Michelson Andrew3,Payne Philip R. O.3

Affiliation:

1. Washington University in St.Louis

2. University School of Medicine

3. Washington University School of Medicine

Publisher

ACM

Reference39 articles.

1. David Alvarez Melis and Tommi Jaakkola . 2018. Towards robust interpretability with self-explaining neural networks. Advances in neural information processing systems 31 ( 2018 ). David Alvarez Melis and Tommi Jaakkola. 2018. Towards robust interpretability with self-explaining neural networks. Advances in neural information processing systems 31 (2018).

2. On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

3. Ekaba Bisong . 2019. Introduction to Scikit-learn . In Building machine learning and deep learning models on Google cloud platform . Springer , 215--229. Ekaba Bisong. 2019. Introduction to Scikit-learn. In Building machine learning and deep learning models on Google cloud platform. Springer, 215--229.

4. Decision making for health care professionals: use of decision trees within the community mental health setting

5. Wei Cao , Dong Wang , Jian Li , Hao Zhou , Lei Li , and Yitan Li . 2018 . Brits: Bidirectional recurrent imputation for time series. Advances in neural information processing systems 31 (2018). Wei Cao, Dong Wang, Jian Li, Hao Zhou, Lei Li, and Yitan Li. 2018. Brits: Bidirectional recurrent imputation for time series. Advances in neural information processing systems 31 (2018).

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