Obesity is a multifactorial disease that includes genetic, biological and behavioral factors. Training machine learning algorithms on some of variables related to these factors can help healthcare professionals equip themselves with tools capable of predicting obesity. But for these tools to gain trust they must be understandable and explainable. SHAP and LIME are two methodologies that allow you to achieve this objective.
Explanation of machine learning models for predicting obesity level using Shapley values
Bottino L.;Cannataro M.
2023-01-01
Abstract
Obesity is a multifactorial disease that includes genetic, biological and behavioral factors. Training machine learning algorithms on some of variables related to these factors can help healthcare professionals equip themselves with tools capable of predicting obesity. But for these tools to gain trust they must be understandable and explainable. SHAP and LIME are two methodologies that allow you to achieve this objective.File in questo prodotto:
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