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Duplicate from alirezaaminzadeh/retail-forecast-optimize-benchmark
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{
"instance_id": "baseline_s42",
"scenario_id": "baseline",
"seed": 42,
"oracle_cost": 32649.2,
"forecast_decoupling": true,
"insight": "Lower forecast error (quantile_stochastic: MAE 7.01) does not guarantee lower inventory cost. deterministic_p50 wins on total cost ($35,694) despite higher MAE (7.05).",
"policies": [
{
"policy": "naive_ma",
"mae": 8.48,
"rmse": 10.837,
"total_cost": 36618.72,
"stockout_cost": 17027.16,
"holding_cost": 515.24,
"waste_cost": 4530.68,
"service_level": 0.9124,
"decision_regret": 3969.5200000000004,
"runtime_sec": 0.0112
},
{
"policy": "deterministic_p50",
"mae": 7.051,
"rmse": 8.402,
"total_cost": 35694.26,
"stockout_cost": 44.13,
"holding_cost": 520.41,
"waste_cost": 19163.99,
"service_level": 0.99985,
"decision_regret": 3045.0600000000013,
"runtime_sec": 0.0114
},
{
"policy": "quantile_stochastic",
"mae": 7.012,
"rmse": 8.351,
"total_cost": 47380.17,
"stockout_cost": 0.0,
"holding_cost": 1053.2,
"waste_cost": 29993.74,
"service_level": 1.0,
"decision_regret": 14730.969999999998,
"runtime_sec": 0.04
},
{
"policy": "quantile_robust",
"mae": 7.151,
"rmse": 8.492,
"total_cost": 65063.67,
"stockout_cost": 0.0,
"holding_cost": 1273.37,
"waste_cost": 47182.73,
"service_level": 1.0,
"decision_regret": 32414.469999999998,
"runtime_sec": 0.0387
}
]
}