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Advancing water quality assessment and prediction using machine learning models, coupled with explainable artificial intelligence (XAI) techniques like shapley additive explanations (SHAP) for interpreting the black-box nature

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September 1, 2024
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crossref.org › academic paper
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Advancing water quality assessment and prediction using machine learning models, coupled with explainable artificial intelligence (XAI) techniques like shapley additive explanations (SHAP) for interpreting the black-box nature

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crossref.org › academic paper
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A Perspective on Explainable Artificial Intelligence Methods: SHAP and LIME

eXplainable artificial intelligence (XAI) methods have emerged to convert the black box of machine learning (ML) models into a more digestible form. These methods help to communicate how the model ...

crossref.org › academic paper
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Practical guide to SHAP analysis: Explaining supervised machine learning model predictions in drug development

AbstractDespite increasing interest in using Artificial Intelligence (AI) and Machine Learning (ML) models for drug development, effectively interpreting their predictions remains a challenge, whic...

crossref.org › academic paper
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Interpreting artificial intelligence models: a systematic review on the application of LIME and SHAP in Alzheimer’s disease detection

AbstractExplainable artificial intelligence (XAI) has gained much interest in recent years for its ability to explain the complex decision-making process of machine learning (ML) and deep learning ...

openalex.org › research concept
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A systematic review of machine learning and signal processing techniques for water pipe leakage prediction

The efficient management of water distribution systems is a critical global challenge, primarily due to the escalating volume of Non-Revenue Water (NRW) caused by undetected pipe leakages. This sys...

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