Given rn ordered segments that form a partition of some universe (e.g., a t
wo-dimensional strip), the multisearch problem consists of determining, for
a set of n query points in the universe, the segments they belong to. We p
resent the first nontrivial parallel deterministic scheme for performing mu
ltisearch on a distributed-memory machine when m = omega(n). The scheme is
designed on the BSP* model of parallel computation, a variant of Valiant's
BSP which rewards blockwise communication, and relies on a suitable redunda
nt representation of the segments. The time needed to answer the queries is
analyzed as a function of the redundancy and of the BSP* parameters. We sh
ow that optimal performance can be obtained using logarithmic redundancy. W
e also prove a lower bound on the communication requirements of any determi
nistic multisearch scheme realized on a distributed-memory machine. The low
er bound exhibits a tradeoff between the redundancy used to represent the s
egments and the performance of the scheme.