// Hacker Noon · 11 January 2026

Hyperbolic SVM vs. Euclidean SVM: Comparing Optimization Challenges

Support Vector Machine (SVM) is a classical statistical learning algorithm operating on Euclidean features. Less is known when moving to statistical learning on non-Euclidean spaces, such as hyperbolic spaces. We propose and solve a large-margin solution on hyperbolics using gradient descent.

Hacker Noon

@hacker-noon · Hyperbole

hackernoon.com

Hacker Noon@hacker-noon