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Existing API mining algorithms can be difficult to use as they require expensive parameter tuning and the returned set of API calls can be large, highly redundant and difficult to understand. To address this, we present PAM (Probabilistic API Miner), a near parameter-free probabilistic algorithm for mining the most interesting API call patterns. We show that PAM significantly outperforms both MAPO and UPMiner, achieving 69% test-set precision, at retrieving relevant API call sequences fromdoi:10.1145/2950290.2950319 dblp:conf/sigsoft/FowkesS16 fatcat:q5z3g57l3ne2jo5tlnkyreno2m