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How Hyperparameter Tuning Enhances Anchor Data Augmentation for Robust Regression

  • The paper discusses how hyperparameter tuning enhances Anchor Data Augmentation (ADA) for robust regression.
  • Anchor Data Augmentation is a technique that introduces artificial heterogeneity in the target variable by leveraging an anchor variable.
  • The paper presents the construction of the anchor matrix and the impact of hyperparameter values on the augmentation procedure.
  • The authors recommend applying ADA on each minibatch instead of the entire dataset to add diversity to the mixing behavior.

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