面向白血病亚型识别的可解释人工智能

R. Ochoa-Montiel, Gustavo Olague, Juan Humberto Sossa Azuela
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引用次数: 0

摘要

在这项工作中,我们为白血病亚型识别问题提供了一个解决方案。用于解决各种模式识别问题的大多数方法都有一个缺点:一般来说,它们缺乏可解释性。本文针对这种情况,提出了一种解决方案。我们描述了一个模型,其阶段允许为解决白血病亚型识别问题提供知识,对用户来说是可理解的。结果表明,该模型通过多次运行得到的解实现了多类识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards explainable artificial intelligence for the leukemia subtype recognition
In this work, we provide a solution to the leukemia subtype recognition problem. Most approaches used for solving a variety of pattern recognition problems have a drawback: in general, they lack explainability. In this paper, we provide a solution for facing this situation. We describe a model whose stages allow deriving knowledge for solving the leukemia subtype recognition problem, are intelligible for the user. Results show that multiclass recognition is achieved from the solutions obtained by the model through multiple runs.
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