Before revision:  To ameliorate this bias and to make visualizations of very large datasets feasible, we introduce a new algorithm that selects a subset of rows and columns of a rectangular matrix.
After revision:  To ameliorate this bias and to make visualizations of very large datasets feasible, we introduce two new algorithms that respectively select a subset of rows and columns of a rectangular matrix.