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Table 7 Average results per transaction category based on various metrics

From: Deep learning enhancing banking services: a hybrid transaction classification and cash flow prediction approach

Category (expenses)

Seasonal error

MASE

sMAPE

MSIS

Quantile Loss [0.5]

Coverage [0.5]

Quantile Loss [0.8]

Coverage [0.8]

Quantile Loss [0.95]

Coverage [0.95]

Assets

373.534

1.343

1.980

42.724

2811.85

0.466

3896.822

0.815

3899.518

0.915

Banking

640.346

69.007

1.949

2511.932

3172.123

0.47

4609.697

0.847

5036.039

0.924

Cash

3783.599

1.037

1.752

31.832

24129.639

0.452

32013.991

0.737

29854.857

0.862

Insurance

129.248

1.53

1.971

45.973

1165.007

0.464

1511.745

0.799

1477.439

0.908

Motor Vehicles Running Cost

527.229

2.873

1.841

62.53

4402.294

0.428

6080.678

0.737

5910.548

0.855

Offices

204.590

2.636

1.906

68.333

2635.013

0.457

3563.313

0.792

3514.37

0.881

Payroll & Benefits in Kind

342.144

2.471

1.9811

67.818

3503.126

0.474

5015.94

0.822

5383.268

0.917

Professional Fees

1589.156

13.40

1.887

475.538

15838.086

0.479

21370.288

0.789

19950.472

0.882

Rent & Lease

753.627

1.344

1.987

27.806

4977.029

0.474

7129.604

0.789

7523.01

0.900

Repairs & Maintenance

168.585

2.004

1.978

28.57

1541.248

0.468

2107.157

0.814

2150.599

0.925

Selling and distribution

637.919

5.337

1.783

163.050

5665.68

0.450

7665.938

0.757

7299.181

0.86

Subscriptions Donations

73.122

10.053

1.962

135.738

809.495

0.470

989.008

0.816

917.352

0.915

Supplier

1641.695

2.608

1.925

70.391

25259.910

0.455

31190.551

0.779

26794.230

0.882

Taxes

3139.324

0.431

1.955

12.492

16307.595

0.415

23018.600

0.662

22284.277

0.742

Transfer

7650.145

6.087

1.697

224.617

66887.980

0.442

78911.379

0.715

64099.914

0.842

Uncategorised

10193.153

3.110

1.759

97.321

84007.558

0.436

95502.407

0.714

72415.80

0.845

Utilities

243.400

4.33

1.923

116.887

2001.960

0.465

2730.252

0.788

2622.102

0.880

  1. Surrogate Data used as an approach of dataset enrichment