A new algorithm for the construction of physical maps from hybridization fi
ngerprints of short oligonucleotide probes has been developed. Extensive si
mulations in high-noise scenarios show that the algorithm produces an essen
tially completely correct map in over 95% of trials. Tests for the influenc
e of specific experimental parameters demonstrate that the algorithm is rob
ust to both false positive and false negative experimental errors. The algo
rithm was also tested in simulations using real DNA sequences of C. elegans
, E. coli, S. cerevisiae, and H. sapiens. To overcome the non-randomness of
probe frequencies in these sequences, probes were preselected based on seq
uence statistics and a screening process of the hybridization data was deve
loped. With these modifications, the algorithm produced very encouraging re
sults.