A Decision Boundary

A hypersurface in machine learning that separates different classes in a feature space. It represents the area where the model’s prediction shifts from one class to another, helping the model distinguish between different classes and enable accurate predictions on unseen data.

A Decision Boundary

Areas of application

  • Binary classification problems
  • Multiple classifications problems
  • Regression analysis
  • Clustering analysis

Example

For instance, in a two-dimensional feature space, the decision boundary could be a line or curve that separates two classes in a binary classification problem.