Definition

A sparsifier is a matrix or algorithm used in the context of linear algebra and machine learning to compute a sparse approximation of a given matrix, often to reduce the computational complexity of solving linear systems or to compress data. The goal is to significantly reduce the number of non-zero entries in a matrix while preserving the most significant features of the original matrix.