An Evaluation Model and Benchmark for Parallel Computing Frameworks

Table 7

Benchmarks used in the experiment and their categories.

Category	Benchmark	MARS	Spark
Machine learning	Logistic regression
	Bayesian classification
Web search benchmarks	PageRank
SQL engine	HiveQL queries