Case study: SHAP summary plots for XGB model.

Case study: SHAP summary plots for XGB model.

<p>The bar plot on the left illustrates the global feature importance ranked by the sum of SHAP values across all samples. On the right is the Beeswarm plot detailing the individual SHAP values for each feature and their impact on the model’s output.</p>

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Bibliographic Details
Main Author: Rajeev Bopche (20208606) (author)
Other Authors: Lise Tuset Gustad (13479160) (author), Jan Egil Afset (11091667) (author), Birgitta Ehrnström (6758906) (author), Jan Kristian Damås (11091670) (author), Øystein Nytrø (4411675) (author)
Published: 2024
Subjects:
Medicine
Cancer
Science Policy
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
demonstrating superior specificity
time clinical data
optimize resource allocation
framework integrates demographic
risk bsi groups
including resource
clinical decision
bsi prediction
valuable tool
study presents
rapid progression
providing interpretability
olavs hospital
model allows
limited environments
hospital systems
encompassing 35
ehrs ).
early prediction
early intervention
classify patients
based algorithms
avoiding reliance
approach promises
591 patients
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