Table 5 Comparison of Critical Success Index (in %).

From: Comparative analysis of machine learning models for detecting water quality anomalies in treatment plants

No. of Samples

HML [14]

ANN [15]

HDFM [16]

IMLM [19]

DLA [20]

ASSA [22]

MLF [24]

TDLM [25]

MOOM [27]

Proposed

100

50.808

67.059

62.872

53.063

76.773

62.872

85.387

81.461

79.981

88.817

200

51.089

68.273

63.510

53.357

78.163

63.510

86.261

82.981

81.538

90.514

300

51.849

69.323

63.864

54.150

79.366

63.864

87.366

83.305

81.940

90.789

400

52.898

69.840

65.348

55.246

79.958

65.348

88.371

84.913

83.538

92.456

500

53.938

71.175

65.607

56.333

81.486

65.607

89.104

85.629

83.889

92.613

600

54.541

72.070

66.435

56.963

82.511

66.435

90.159

86.738

85.125

93.898

700

55.343

73.052

67.159

57.799

83.635

67.159

91.114

87.767

86.100

94.859

800

56.152

74.034

67.893

58.645

84.759

67.893

92.068

88.797

87.085

95.811

900

56.962

75.016

68.626

59.490

85.883

68.626

93.023

89.817

88.069

96.762

1000

57.763

75.997

69.359

60.327

87.007

69.359

93.978

90.847

89.054

97.713