Fast Hyperboloid Decision Tree Algorithms: A Novel Approach to Hyperbolic Space

The author introduces HYPERDT, a novel extension of decision tree algorithms into hyperbolic space, offering constant-time evaluation and avoiding complex optimizations. The approach simplifies decision boundaries using inner products and maintains accuracy and speed in classification tasks.