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Table 6 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

425.004

0.955

1.940

26.064

2401.091

0.466

2900.684

0.722

2367.565

0.871

Banking

694.784

72.957

1.910

2478.095

3340.891

0.477

4437.331

0.746

4268.931

0.891

Cash

4065.432

0.787

1.658

18.493

25428.835

0.515

31496.964

0.755

26010.145

0.882

Insurance

156.242

1.018

1.921

23.230

964.912

0.464

1150.166

0.724

908.232

0.872

Motor Vehicles Running Cost

600.610

3.625

1.702

50.167

3599.007

0.442

3863.190

0.730

2646.931

0.880

Offices

249.595

3.975

1.829

57.882

2379.410

0.470

3007.474

0.736

2660.359

0.879

Payroll & Benefits in Kind

382.469

1.972

1.940

46.086

3326.830

0.468

4666.329

0.730

4582.028

0.874

Professional Fees

2117.501

7.830

1.818

265.033

16769.57

0.480

19810.913

0.743

15255.594

0.884

Rent & Lease

803.825

0.938

1.944

15.177

4093.789

0.465

4920.855

0.709

3708.97

0.856

Repairs & Maintenance

210.978

7.209

1.945

54.962

1815.282

0.487

2171.715

0.740

1693.385

0.879

Selling and distribution

773.484

5.174

1.683

110.461

4951.311

0.4901

5679.797

0.751

4288.930

0.887

Subscriptions Donations

74.533

25.023

1.920

215.479

916.44

0.472

1052.954

0.7314

776.814

0.880

Supplier

2107.319

2.459

1.849

44.455

18531.24

0.463

19777.18

0.726

14281.448

0.872

Taxes

2786.071

0.403

1.825

6.073

13210.548

0.366

12938.64

0.5712

8515.301

0.801

Transfer

8942.757

3.394

1.577

116.278

57575.255

0.494

63056.221

0.751

43652.938

0.888

Uncategorised

11734.934

2.673

1.634

59.273

72403.651

0.483

76042.949

0.741

49743.826

0.881

Utilities

291.783

4.429

1.848

76.449

1855.911

0.468

2126.565

0.731

1604.632

0.878