articleEarth Science InformaticsFeb 27, 2025Closed access

Predicting water quality variables using gradient boosting machine: global versus local explainability using SHapley Additive Explanations (SHAP)

KMKhaled MerabetFDFabio Di NunnoFGFrancesco GranataSKSungwon KimRMRana Muhammad Adnan Ikram

University of Skikda · Università degli studi di Cassino e del Lazio Meridionale · +6 more institutions

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Abstract

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Citation impact

44
total citations
FWCI
27.37
Percentile
100%
References
70
Citations per year

Authors

8

Topics & keywords

Topics
Keywords
  • Boosting (machine learning)
  • Gradient boosting
  • Quality (philosophy)
  • Computer science
  • Econometrics
  • Artificial intelligence
  • Mathematics
  • Philosophy
UN Sustainable Development Goals
  • Clean water and sanitation
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