Motivated by a fundamental clustering problem arising in several areas
(production management, marketing, numerical analysis, etc.), we inve
stigate the facial structure of the polytope whose extreme points are
all 0-1 block diagonal matrices. For this polytope, general properties
of facet-defining inequalities are investigated and specific families
of facets are identified. Various techniques for lifting or combining
facet-defining inequalities into new ones are also presented. Through
out the paper, a block diagonal matrix is regarded as the adjacency ma
trix of a disjoint union of complete bipartite graphs. The presentatio
n and the derivation of the results heavily rely on this graph-theoret
ic interpretation. (C) 1997 John Wiley & Sons, Inc.