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Genomic islands (GIs) are clusters of alien genes in some bacterial genomes, but not be seen in the genomes of other strains within the same genus. The detection of GIs is extremely important to the medical and environmental communities. Despite the discovery of the GI associated features, accurate detection of GIs is still far from satisfactory. Results: In this paper, we combined multiple GI-associated features, and applied and compared various machine learning approaches to evaluate thedoi:10.1186/1471-2164-11-s2-s1 pmid:21047376 pmcid:PMC2975412 fatcat:ppwcuhl4fzgurdvtunaue6qyzq