ALSPCA is a MATLAB package that aims at finding sparse and nearly uncorrelated principal components with orthogonal loading vectors while explaining as much of the total variance as possible. We would be delighted to hear from you if you find this package useful, or if you have any suggestions, contributions, or bug reports.