Search Results for author: Christopher P. Bourdeaux

Found 2 papers, 1 papers with code

TraCE: Trajectory Counterfactual Explanation Scores

1 code implementation27 Sep 2023 Jeffrey N. Clark, Edward A. Small, Nawid Keshtmand, Michelle W. L. Wan, Elena Fillola Mayoral, Enrico Werner, Christopher P. Bourdeaux, Raul Santos-Rodriguez

Counterfactual explanations, and their associated algorithmic recourse, are typically leveraged to understand, explain, and potentially alter a prediction coming from a black-box classifier.

counterfactual Counterfactual Explanation +1

Identification, explanation and clinical evaluation of hospital patient subtypes

no code implementations19 Jan 2023 Enrico Werner, Jeffrey N. Clark, Ranjeet S. Bhamber, Michael Ambler, Christopher P. Bourdeaux, Alexander Hepburn, Christopher J. McWilliams, Raul Santos-Rodriguez

We present a pipeline in which unsupervised machine learning techniques are used to automatically identify subtypes of hospital patients admitted between 2017 and 2021 in a large UK teaching hospital.

Clinical Knowledge

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