A method for discovering association rules in a distributed database that includes a plurality of partitions associated with respective computing nodes includes generating a candidate association rule defining an association relationship between itemsets in the distributed database. At each node among at least a subset of the nodes, an asynchronous fully-distributed majority voting process is applied to assess a correctness of the candidate association rule.