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In this paper we introduce a new algorithm, called Ant-Miner-RegMA to tackle the regression problem using an archive-based pheromone model. Existing regression algorithms handle continuous attribute using a discretisation procedure, either in a preprocessing stage or during rule creation. Using an archive as a pheromone model, inspired by the ACO for Mixed-Variable (ACOMV), we eliminate the need for a discretisation procedure. We compare the proposed Ant-Miner-RegMA against Ant-Miner-Reg, andoi:10.1109/cec.2018.8477643 dblp:conf/cec/HelalBO18 fatcat:ick5urgluzgj3ftdpxus7hh5ci