Datasets:
Modalities:
Text
Formats:
json
Size:
< 1K
Tags:
retail
inventory-optimization
predict-then-optimize
chronos-2
operations-research
stochastic-programming
License:
| { | |
| "instance_id": "holiday_surge_s123", | |
| "scenario_id": "holiday_surge", | |
| "seed": 123, | |
| "oracle_cost": 32296.56, | |
| "forecast_decoupling": false, | |
| "insight": "For this scenario, deterministic_p50 aligns forecast accuracy and decision cost optimality.", | |
| "policies": [ | |
| { | |
| "policy": "naive_ma", | |
| "mae": 9.599, | |
| "rmse": 12.821, | |
| "total_cost": 40219.91, | |
| "stockout_cost": 20810.29, | |
| "holding_cost": 531.37, | |
| "waste_cost": 4594.88, | |
| "service_level": 0.89115, | |
| "decision_regret": 7923.350000000002, | |
| "runtime_sec": 0.011 | |
| }, | |
| { | |
| "policy": "deterministic_p50", | |
| "mae": 7.884, | |
| "rmse": 9.636, | |
| "total_cost": 37352.64, | |
| "stockout_cost": 2.58, | |
| "holding_cost": 522.3, | |
| "waste_cost": 20690.4, | |
| "service_level": 1.0, | |
| "decision_regret": 5056.079999999998, | |
| "runtime_sec": 0.0112 | |
| }, | |
| { | |
| "policy": "quantile_stochastic", | |
| "mae": 8.001, | |
| "rmse": 9.74, | |
| "total_cost": 49488.74, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1063.65, | |
| "waste_cost": 32069.38, | |
| "service_level": 1.0, | |
| "decision_regret": 17192.179999999997, | |
| "runtime_sec": 0.0412 | |
| }, | |
| { | |
| "policy": "quantile_robust", | |
| "mae": 8.113, | |
| "rmse": 9.873, | |
| "total_cost": 67092.12, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1281.56, | |
| "waste_cost": 49176.03, | |
| "service_level": 1.0, | |
| "decision_regret": 34795.56, | |
| "runtime_sec": 0.0409 | |
| } | |
| ] | |
| } |