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Table 7 GBR algorithm statistical parameters using set of different workloads

From: Runtime prediction of big data jobs: performance comparison of machine learning algorithms and analytical models

Workload Random state R-squared RRSE
WordCount 1 0.998 ± 0.000 0.348 ± 0.018
SVM 1 0.994 ± 0.001 0.465 ± 0.075
Pagerank 1 0.999 ± 0.000 6.132 ± 0.550
Kmeans 1 0.997 ± 0.000 28.086 ± 3.760
Graph (NWeight) 1 0.986 ± 0.003 0.452 ± 0.015