الملخص
Decision-focused learning for linear optimization is complicated by the discontinuity of the optimizer, where small cost errors may leave the decision unchanged or move it to a different vertex. We show that this non-smooth pointwise behavior becomes locally quadratic after averaging over the data distribution, and we derive the curvature in closed form, specifically, a matrix-valued measure supported on the walls of the normal fan. This measure depends only on the feasible set, with the data distribution entering only as a weight. We then offer a tractable approximation for this curvature, computable with just one projection to the feasible set. We prove that the approximation weakly converges to the true population curvature. We offer one application of our findings, a decision-aware scenario generation method for expected-cost linear optimization. Our experiments test the quadratic and weak convergence laws and show a 30.8% regret improvement over uniform allocation on battery arbitrage.
الكلمات المفتاحية
الموضوع
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Ziliaskopoulos, K., Vinel, A., & Smith, A. E. (2026). The Curvature of Regret in Contextual Linear Optimization. https://omanscience.com/ar/articles/the-curvature-of-regret-in-contextual-linear-optimization
MLA 9
Ziliaskopoulos, Konstantinos, et al. "The Curvature of Regret in Contextual Linear Optimization." https://omanscience.com/ar/articles/the-curvature-of-regret-in-contextual-linear-optimization.
شيكاغو (المؤلف–التاريخ)
Ziliaskopoulos, Konstantinos, Alexander Vinel, and Alice E. Smith. 2026. "The Curvature of Regret in Contextual Linear Optimization." https://omanscience.com/ar/articles/the-curvature-of-regret-in-contextual-linear-optimization.
هارفارد
Ziliaskopoulos, K., Vinel, A. and Smith, A. E. (2026) 'The Curvature of Regret in Contextual Linear Optimization', Available at: https://omanscience.com/ar/articles/the-curvature-of-regret-in-contextual-linear-optimization.
فانكوفر
Ziliaskopoulos K, Vinel A, Smith AE. The Curvature of Regret in Contextual Linear Optimization. https://omanscience.com/ar/articles/the-curvature-of-regret-in-contextual-linear-optimization
IEEE
K. Ziliaskopoulos, A. Vinel, and A. E. Smith, "The Curvature of Regret in Contextual Linear Optimization," https://omanscience.com/ar/articles/the-curvature-of-regret-in-contextual-linear-optimization.