An by matrix has matrix rank exactly when at least one of its by minors has nonzero determinant. For each multi-index , the set
is open in the vector space of all real by matrices, because the determinant is continuous. Their union is , so is itself open in . It therefore inherits the standard smooth manifold structure and has dimension . This is the full-row-rank matrix manifold.