Datasets:
Modalities:
Text
Formats:
json
Size:
< 1K
Tags:
retail
inventory-optimization
predict-then-optimize
chronos-2
operations-research
stochastic-programming
License:
| { | |
| "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 | |
| } | |
| ] | |
| } |