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Generating structural alerts from toxicology datasets using the local interpretable model-agnostic explanations method

Cayque Monteiro Castro Nascimento, Paloma Guimarães Moura, André Silva Pimentel

2023Digital Discovery11 citationsDOIOpen Access PDF

Abstract

The local interpretable model-agnostic explanations method was used to interpret a machine learning model of toxicology generated by a neural network multitask classifier method.

Topics & Concepts

Computer scienceMachine learningArtificial intelligenceArtificial neural networkClassifier (UML)Data miningComputational Drug Discovery MethodsStatistical and Computational ModelingMetabolomics and Mass Spectrometry Studies
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