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Similarity join on high‐dimensional data is a primitive operation. It is used to find all data pairs that with distance no more than ϵ from the given data set according to a specific distance measure. As the data set scale and dimension increase, computation cost increases vastly. Hadoop and Spark have become the popular platforms for big‐data analysis. Because Spark has native advantages in iterative...