This paper is concerned wth the physical mapping of DNA molecules usin
g data about the hybridization of oligonucleotide probes to a library
of clones. In mathematical terms, the DNA molecule corresponds to an i
nterval on the real line, each clone to a subinterval, and each probe
occurs at a finite set of points within the interval. A stochastic mod
el for the occurrences of the probes and the locations of the clones i
s assumed. Given a matrix of incidences between probes and clones, the
task is to reconstruct the most likely interleaving of the clones. Co
mbinatorial algorithms are presented for solving approximations to thi
s problem, and computational results are presented.