Statistics versus machine learning: definitions are interesting (but understanding, methodology, and reporting are more important)

Slični predmeti

• ROC curves for clinical prediction models part 3. The ROC plot: a picture that needs a 1000 words
  od: Van Calster, B, i dr.
  Izdano: (2020)
• ROC curves for clinical prediction models part 1. ROC plots showed no added value above the AUC when evaluating the performance of clinical prediction models
  od: Verbakel, JY, i dr.
  Izdano: (2020)
• Consequences of relying on statistical significance: some illustrations
  od: Van Calster, B, i dr.
  Izdano: (2018)
• A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
  od: Evangelia, C, i dr.
  Izdano: (2019)
• A note on estimating the Cox-Snell R2 from a reported C statistic (AUROC) to inform sample size calculations for developing a prediction model with a binary outcome
  od: Riley, RD, i dr.
  Izdano: (2020)