Datasets:
Modalities:
Text
Formats:
json
Size:
< 1K
Tags:
retail
inventory-optimization
predict-then-optimize
chronos-2
operations-research
stochastic-programming
License:
| { | |
| "instance_id": "baseline_s42", | |
| "scenario_id": "baseline", | |
| "seed": 42, | |
| "oracle_cost": 32649.2, | |
| "forecast_decoupling": true, | |
| "insight": "Lower forecast error (quantile_stochastic: MAE 7.01) does not guarantee lower inventory cost. deterministic_p50 wins on total cost ($35,694) despite higher MAE (7.05).", | |
| "policies": [ | |
| { | |
| "policy": "naive_ma", | |
| "mae": 8.48, | |
| "rmse": 10.837, | |
| "total_cost": 36618.72, | |
| "stockout_cost": 17027.16, | |
| "holding_cost": 515.24, | |
| "waste_cost": 4530.68, | |
| "service_level": 0.9124, | |
| "decision_regret": 3969.5200000000004, | |
| "runtime_sec": 0.0112 | |
| }, | |
| { | |
| "policy": "deterministic_p50", | |
| "mae": 7.051, | |
| "rmse": 8.402, | |
| "total_cost": 35694.26, | |
| "stockout_cost": 44.13, | |
| "holding_cost": 520.41, | |
| "waste_cost": 19163.99, | |
| "service_level": 0.99985, | |
| "decision_regret": 3045.0600000000013, | |
| "runtime_sec": 0.0114 | |
| }, | |
| { | |
| "policy": "quantile_stochastic", | |
| "mae": 7.012, | |
| "rmse": 8.351, | |
| "total_cost": 47380.17, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1053.2, | |
| "waste_cost": 29993.74, | |
| "service_level": 1.0, | |
| "decision_regret": 14730.969999999998, | |
| "runtime_sec": 0.04 | |
| }, | |
| { | |
| "policy": "quantile_robust", | |
| "mae": 7.151, | |
| "rmse": 8.492, | |
| "total_cost": 65063.67, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1273.37, | |
| "waste_cost": 47182.73, | |
| "service_level": 1.0, | |
| "decision_regret": 32414.469999999998, | |
| "runtime_sec": 0.0387 | |
| } | |
| ] | |
| } |