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_s123", | |
| "scenario_id": "promo_spike", | |
| "seed": 123, | |
| "oracle_cost": 34334.88, | |
| "forecast_decoupling": false, | |
| "insight": "For this scenario, deterministic_p50 aligns forecast accuracy and decision cost optimality.", | |
| "policies": [ | |
| { | |
| "policy": "naive_ma", | |
| "mae": 10.234, | |
| "rmse": 13.58, | |
| "total_cost": 45257.79, | |
| "stockout_cost": 25184.61, | |
| "holding_cost": 524.65, | |
| "waste_cost": 4863.42, | |
| "service_level": 0.88265, | |
| "decision_regret": 10922.910000000003, | |
| "runtime_sec": 0.0097 | |
| }, | |
| { | |
| "policy": "deterministic_p50", | |
| "mae": 10.224, | |
| "rmse": 11.816, | |
| "total_cost": 42383.64, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 588.26, | |
| "waste_cost": 25487.15, | |
| "service_level": 1.0, | |
| "decision_regret": 8048.760000000002, | |
| "runtime_sec": 0.0101 | |
| }, | |
| { | |
| "policy": "quantile_stochastic", | |
| "mae": 10.352, | |
| "rmse": 11.951, | |
| "total_cost": 56589.58, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1221.91, | |
| "waste_cost": 38842.67, | |
| "service_level": 1.0, | |
| "decision_regret": 22254.700000000004, | |
| "runtime_sec": 0.0405 | |
| }, | |
| { | |
| "policy": "quantile_robust", | |
| "mae": 10.486, | |
| "rmse": 12.067, | |
| "total_cost": 77069.18, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1484.65, | |
| "waste_cost": 58898.49, | |
| "service_level": 1.0, | |
| "decision_regret": 42734.299999999996, | |
| "runtime_sec": 0.0407 | |
| } | |
| ] | |
| } |