Table 6 Network structure ablation experiment.

From: MMTransformer: a multivariate time-series resource forecasting model for multi-component applications

Models

Transformer

SBE

SBE + MSA

SBE + MED

SBE + MSA + MED

Metric

MSE

MAE

MSE

MAE

MSE

MAE

MSE

MAE

MSE

MAE

24

0.4934

0.5332

0.4449

0.4525

0.3998

0.4087

0.4201

0.4294

0.3918

0.4038

48

0.5003

0.5326

0.4599

0.4587

0.4175

0.4171

0.4354

0.4345

0.4013

0.4079

96

0.5502

0.5739

0.4938

0.4751

0.4495

0.4318

0.4671

0.4502

0.4383

0.4170

192

0.6099

0.6325

0.5160

0.4848

0.4743

0.4449

0.4884

0.4621

0.4522

0.4249

384

0.6119

0.6393

0.5278

0.4914

0.4841

0.4497

0.5003

0.4670

0.4662

0.4366

  1. Significant values are in [bold].
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