Game size

Metrics

Potential game-based optimization algorithm

Proactive resource allocation algorithm

QoE-aware resource allocation algorithm

Rider-HSA

Fractional Rider-HSA

Proposed Fractional Rider Deep LSTM

200

Fairness

0.400

0.537

0.545

0.547

0.820

0.834

MOS

0.799

0.824

0.837

0.848

0.896

0.918

QE

0.951

0.987

0.985

0.995

0.997

0.999

Energy

0.474

0.394

0.385

0.343

0.310

0.270

Delay

0.288

0.229

0.228

0.227

0.226

0.193

300

Fairness

0.538

0.977

0.989

0.994

0.997

0.999

MOS

0.787

0.799

0.830

0.873

0.883

0.921

QE

0.952

0.965

0.987

0.996

0.998

0.999

Energy

0.465

0.371

0.363

0.357

0.354

0.322

Delay

0.556

0.486

0.461

0.461

0.460

0.456