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This work presents a cube-based approach for§incremental data mining that operates on the data,§rather than on the data mining algorithms. The idea§was to build a compressed replica of the full-blown§database by representing the database by means of§multi-dimensional cubes, and then applying the§original data mining algorithms on the cube-based§data. This way, the storage requirement to§accommodate the database is not affected by the new§data. Yet, the fact that we used the original data§mining algorithms on the cube-based data makes our§incremental data mining approach very general as it§can be applied to all types of data mining models.