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Table 7 Performance comparison

From: Data analysis on video streaming QoE over mobile networks

Method

Precision

 

Dataset 1

Dataset 2

Dataset 3

Multivariate linear regression

72.55%

72.51%

71.51%

Logistics regression

74.93%

77.55%

83.55%

SVM

82.56%

87.17%

85.42%

K-nearest-neighbor

52.48%

61.34%

56.77%

Naive Bayes

88.12%

83.47%

91.09%

K-means + LR (proposed)

96.94%

97.13%

97.54%

  1. Data in bold is the proposed method that outperforms other existing methods