thispaper,theproblemofclassifyinganunseen patternonthebasisofitsnearestneighborsinarecordeddataset isaddressedfromthepointofviewofDempster-Shafertheory. Eachneighborofasampletobeclassifiedisconsideredasanitem ofevidencethatsupportscertainhypothesesregard