Your problem looks like 'classification' problem, but as someone said, details about how you want to classify your items are missing.
Take care of items with the sames values.. maybe you shoud 'group' them by default when partitionning your space.
If that's not exactly what you wanted try searching 'Classification algorithm' in Google or Wikipedia.