Special issue devoted to selected papers presented at the Northern Illinois University LA'09 Conference on Linear and Numerical Linear Algebra: Theory, Methods, and Applications, August 12-14, 2009. Papers should be submitted by December 31, 2009 to one of the special editors: Biswa Datta , Bob Plemmons , Lother Reichel , and Qiang Ye . The responsible editor-in-chief is Richard A. Brualdi.