Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: RDD-Eclat: Approaches to Parallelize Eclat Algorithm on Spark RDD
  Framework (Extended Version)   Frequent itemset mining (FIM) is a highly computational and data intensive
algorithm. Therefore, parallel and distributed FIM algorithms have been
designed to process large volume of data in a reduced time. Recently, a number
of FIM algorithms have been designed on Hadoop MapReduce, a distributed big
data processing framework. But, due to heavy disk I/O, MapReduce is found to be
inefficient for the highly iterative FIM algorithms. Therefore, Spark, a more
efficient distributed data processing framework, has been developed with
in-memory computation and resilient distributed dataset (RDD) features to
support the iterative algorithms. On this framework, Apriori and FP-Growth
based FIM algorithms have been designed on the Spark RDD framework, but
Eclat-based algorithm has not been explored yet. In this paper, RDD-Eclat, a
parallel Eclat algorithm on the Spark RDD framework is proposed with its five
variants. The proposed algorithms are evaluated on the various benchmark
datasets, and the experimental results show that RDD-Eclat outperforms the
Spark-based Apriori by many times. Also, the experimental results show the
scalability of the proposed algorithms on increasing the number of cores and
size of the dataset.

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The categories of this paper are: stat
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The categories of this paper are: econ
35
The categories of this paper are: mtrl-th
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The categories of this paper are: acc-phys
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The categories of this paper are: q-fin
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The categories of this paper are: hep-th
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The categories of this paper are: math
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The categories of this paper are: eess
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The categories of this paper are: chem-ph
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The categories of this paper are: gr-qc
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The categories of this paper are: solv-int
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The categories of this paper are: q-alg
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The categories of this paper are: chao-dyn
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The categories of this paper are: cond-mat
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The categories of this paper are: nucl-ex
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The categories of this paper are: nucl-th