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_s42", | |
| "scenario_id": "holiday_surge", | |
| "seed": 42, | |
| "oracle_cost": 34844.82, | |
| "forecast_decoupling": true, | |
| "insight": "Lower forecast error (quantile_stochastic: MAE 8.71) does not guarantee lower inventory cost. deterministic_p50 wins on total cost ($39,496) despite higher MAE (8.78).", | |
| "policies": [ | |
| { | |
| "policy": "naive_ma", | |
| "mae": 11.593, | |
| "rmse": 15.689, | |
| "total_cost": 46639.83, | |
| "stockout_cost": 28237.1, | |
| "holding_cost": 514.54, | |
| "waste_cost": 3043.59, | |
| "service_level": 0.87475, | |
| "decision_regret": 11795.010000000002, | |
| "runtime_sec": 0.0109 | |
| }, | |
| { | |
| "policy": "deterministic_p50", | |
| "mae": 8.776, | |
| "rmse": 10.293, | |
| "total_cost": 39496.24, | |
| "stockout_cost": 96.86, | |
| "holding_cost": 578.36, | |
| "waste_cost": 22368.4, | |
| "service_level": 0.99955, | |
| "decision_regret": 4651.419999999998, | |
| "runtime_sec": 0.0111 | |
| }, | |
| { | |
| "policy": "quantile_stochastic", | |
| "mae": 8.715, | |
| "rmse": 10.233, | |
| "total_cost": 53251.34, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1215.24, | |
| "waste_cost": 35361.11, | |
| "service_level": 1.0, | |
| "decision_regret": 18406.519999999997, | |
| "runtime_sec": 0.0406 | |
| }, | |
| { | |
| "policy": "quantile_robust", | |
| "mae": 8.865, | |
| "rmse": 10.381, | |
| "total_cost": 74032.72, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1486.12, | |
| "waste_cost": 55813.79, | |
| "service_level": 1.0, | |
| "decision_regret": 39187.9, | |
| "runtime_sec": 0.0469 | |
| } | |
| ] | |
| } |