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Advances, Systems and Applications

Table 16 Analysis of variance of hard disk bytes written output objective (ANOVA)

From: Performance analysis model for big data applications in cloud computing

Factors

Degrees of freedom

Sum of squares (SS)

Variance (MS)

Contribution (%)

Variance ration (F)

Time of CC system up

1

2.6796517

2.6796517

37.650

69.14399

Load map tasks capacity

1

0.0661859

0.0661859

0.923

0.009299

Load reduce tasks capacity

1

0.0512883

0.0512883

0.720

0.007206

Network Rx bytes

1

0.1847394

0.1847394

2.595

0.025956

Network Tx bytes

1

0.4032297

0.4032297

5.665

0.056655

CPU utilization

1

1.3316970

1.3316970

18.711

0.187108

Hard disk bytes read

1

2.3011542

2.3011542

32.332

0.323321

Memory utilization

1

0.0387546

0.0387546

0.544

0.005445

Response time

1

0.0605369

0.0605369

0.850

0.008505

Error

0

0.0000

0.0000

  

Total

9

7.1172380

 

100

 

Error estimate

1

0.0387546

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