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Residuals-based distributionally robust optimization with covariate information.

• Authors : Kannan, Rohit¹ (AUTHOR) ; Bayraksan, Güzin² (AUTHOR); Luedtke, James R.³ (AUTHOR)

• Source: Mathematical Programming. Sep2024, Vol. 207 Issue 1/2, p369-425. 57p.

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طراحی و برنام هریز ی شبکه زنجیر هتامی ن بایواتانول با رویکرد ترکیبی بهین هساز ی استوار داد همحو ر تحت مجموع هها ی عدم اطمینان گسست ه

• Authors : فرزانه منصوری موصلو¹ ; مقصود امیری¹ ; محمدتقی تقوی فرد¹

Subjects: *MACHINE learning; *ROBUST optimization; *INDIVIDUAL investors

• Source: Journal of Decisions & Operations Research. Aug2024, Vol. 9 Issue 2, preceding p327-352. 27p.

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A novel robust optimization model for nonlinear Support Vector Machine

• Authors : Maggioni, Francesca; Spinelli, Andrea

Subjects: Machine learning; Nonlinear Support Vector Machine; Robust optimization

• Source: European Journal of Operational Research. 322:237-253

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Regularization for Wasserstein distributionally robust optimization.

• Authors : Azizian, Waïss¹ (AUTHOR); Iutzeler, Franck² (AUTHOR); Malick, Jérôme³ (AUTHOR)

• Source: ESAIM: Control, Optimisation & Calculus of Variations. 2023, Vol. 29, p1-31. 31p.

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Data-Driven Robust Optimization for the Operation Optimization of Industrial Power Station

• Authors : Ashraf, Waqar Muhammad; Dua, Vivek

Subjects: machine learning; robust optimization; energy sector

• Source: 2024 7th International Conference on Energy Conservation and Efficiency (ICECE). :1-6

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Row and column-wise robust optimization model for biorefineries storing perishable biomass under weather uncertainty: Boosted by machine learning

• Authors : Razm, Sobhan; Brahimi, Nadjib; Hammami, Ramzi ...

Subjects: Energy storage; Weather uncertainty; Machine learning

• Source: Computers & Industrial EngineeringComputers & Industrial Engineering, 2025, 200, pp.110823. ⟨10.1016/j.cie.2024.110823⟩

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Data-Driven Robust Optimization Based on Principle Component Analysis and Cutting Plane Methods

• Authors : Shulei Zhang; Runda Jia; Dakuo He

Subjects: uncertainty set; principal component analysis; Information Systems not elsewhere classified

• Source: Industrial & Engineering Chemistry Research. 61:2167-2182

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Robust Optimization for Inference on Machine Learning Generated Variables

• Authors : Schecter, Aaron; Li, Weifeng

Subjects: Data Science and Machine Learning to Support Business Decisions; bias correction; machine learning

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Driving towards net-zero from the energy sector: Leveraging machine intelligence for robust optimization of coal and combined cycle gas power stations

• Authors : Ashraf, Waqar Muhammad; Dua, Vivek

Subjects: Science & Technology; Physical Sciences; Technology

• Source: Energy Conversion and Management , 314 , Article 118645. (2024)

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Distributionally Robust Optimization Using Cost-Aware Ambiguity Sets

• Authors : Mathijs Schuurmans; Panagiotis Patrinos

Subjects: FOS: Computer and information sciences; Technology; Standards

• Source: IEEE Control Systems Letters. 7:1855-1860

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