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Supervised Machine Learning-Based Decision Support for Signal Validation Classification.

Muhammad ImranAasia BhattiDavid M KingMagnus LerchJuergen DietrichGuy DoronKatrin Manlik
Published in: Drug safety (2022)
This experiment demonstrated that it is possible to train a multiclass classification model to accurately predict signal validation categories for SDRs. More importantly, the transparency of the predictions provided by the SHAP analysis led to high acceptance by the safety experts.
Keyphrases
  • machine learning
  • artificial intelligence
  • deep learning
  • big data
  • data analysis