What is a homogenous half-space?
A half-space is said to be homogeneous if the hyperplane that defines it contains the origin.

(Source: S. Vempala, A Random Sampling based Algorithm for Learning Intersections of Half-spaces. Journal of the ACM 57(6) article&nbsp;32, 2010. PDF.)