To remove attribute associations, use the same process as for updating them, plus the following steps:
In the Dimension Build Properties tab of the Field Properties dialog box, select Delete when the field is empty for the attribute field. (This option is ignored if Allow association changes is not selected.)
Leave the field empty or NULL in the data source.