FINDING GENES IN DNA SEQUENCES USING A HIDDEN MARKOV MODEL Anders Krogh Center for Biological Sequence Analysis Technical University of Denmark Eukaryotic genes consists of short stretches of protein coding regions (exons) interrupted by long non-coding parts called introns. It is non-trivial to locate all the parts of a gene in a DNA sequence such as those coming out in great numbers from the human genome project. After introducing the problem I will describe a hidden Markov model which has been developed for finding genes in human DNA and discuss some of the problems in estimating such a model from known genes.