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Text
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json
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< 1K
Tags:
retail
inventory-optimization
predict-then-optimize
chronos-2
operations-research
stochastic-programming
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File size: 1,645 Bytes
aade9b0 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 | {
"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
}
]
} |