A least-squares strategy is proposed for representing a two-mode proxi
mity matrix as an approximate sum of a small number of matrices that s
atisfy certain simple order constraints on their entries. The primary
class of constraints considered define Q-forms (or anti-q-forms) for a
two-mode matrix, where after suitable and separate row and column reo
rderings, the entries within each row and within each column are nonde
creasing (or nonincreasing) to a maximum (or minimum) and thereafter n
onincreasing (or nondecreasing). Several other types of order constrai
nts are also mentioned to show how alternative structures can be consi
dered using the same computational strategy.