The block structure of a matrix and its relation to the block structur
e of the corresponding eigenvectors is investigated. A set of points i
s said to have multispherical structure if they lie on a collection of
concentric spheres. When the centroid of each of the clusters lies at
the common center, the associated distance matrix has a block structu
re with simple relations between the blocks. Further, such block struc
ture may be recognized from the structure of the eigenvectors of the d
istance matrix. A computational procedure is proposed to find the leas
t number of concentric spheres containing the points represented by a
distance matrix.