An Interpretable Stroke Prediction Model using Rules and Bayesian Analysis

We aim to produce predictive models that are not only accurate, but are also interpretable to human experts. Our models are decision lists, which consist of a series of if...then... statements (for example, if high blood pressure, then stroke) that discretize a high-dimensional, multivariate feature...

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Bibliographic Details
Main Authors: Letham, Benjamin, Rudin, Cynthia, McCormick, Tyler H., Madigan, David
Format: Working Paper
Language:en_US
Published: 2013
Online Access:http://hdl.handle.net/1721.1/82148