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The ant clustering algorithm aca is based upon the

Question: The ant clustering algorithm (ACA) is based upon the projection of an input data set into a bi-dimensional grid. Is it possible to apply this algorithm without projecting the input data into a lower dimensional grid? What are the advantages and disadvantages of this dimensionality reduction process?

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