Skip to main content
Journal of Big Data

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

Back to article page