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Text
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json
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< 1K
Tags:
retail
inventory-optimization
predict-then-optimize
chronos-2
operations-research
stochastic-programming
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File size: 1,637 Bytes
aade9b0 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 | {
"instance_id": "promo_spike_s42",
"scenario_id": "promo_spike",
"seed": 42,
"oracle_cost": 34657.63,
"forecast_decoupling": true,
"insight": "Lower forecast error (quantile_stochastic: MAE 10.07) does not guarantee lower inventory cost. deterministic_p50 wins on total cost ($42,309) despite higher MAE (10.11).",
"policies": [
{
"policy": "naive_ma",
"mae": 10.996,
"rmse": 14.491,
"total_cost": 47913.76,
"stockout_cost": 28341.27,
"holding_cost": 507.67,
"waste_cost": 4221.02,
"service_level": 0.87155,
"decision_regret": 13256.130000000005,
"runtime_sec": 0.0097
},
{
"policy": "deterministic_p50",
"mae": 10.106,
"rmse": 11.588,
"total_cost": 42308.81,
"stockout_cost": 7.76,
"holding_cost": 593.42,
"waste_cost": 25357.63,
"service_level": 0.99995,
"decision_regret": 7651.18,
"runtime_sec": 0.0099
},
{
"policy": "quantile_stochastic",
"mae": 10.068,
"rmse": 11.574,
"total_cost": 56397.06,
"stockout_cost": 0.0,
"holding_cost": 1241.95,
"waste_cost": 38655.1,
"service_level": 1.0,
"decision_regret": 21739.43,
"runtime_sec": 0.0404
},
{
"policy": "quantile_robust",
"mae": 10.264,
"rmse": 11.763,
"total_cost": 77531.04,
"stockout_cost": 0.0,
"holding_cost": 1509.69,
"waste_cost": 59271.35,
"service_level": 1.0,
"decision_regret": 42873.409999999996,
"runtime_sec": 0.0403
}
]
} |