Frameworks and Results in Distributionally Robust Optimization by Rahimian, Hamed, Mehrotra, Sanjay

Subjects: “…Distributionally robust optimization…”
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Combinatorial Robust Optimization with Decision-Dependent Information Discovery and Polyhedral Uncertainty by Omer, Jérémy, Poss, Michael, Rougier, Maxime

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Connections between Robust and Bilevel Optimization by Goerigk, Marc, Kurtz, Jannis, Schmidt, Martin, Thürauf, Johannes

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Robust Combinatorial Optimization with Locally Budgeted Uncertainty by Goerigk, Marc, Lendl, Stefan

Subjects: “…robust optimization…”
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Boosting biogas production through innovative data-driven modeling and optimization methods at NJWTP by Jingsong Duan, Guohua Cao, Guoqing Ma, Bayram Yazdani

“…This method’s success is attributed to its robust optimization algorithm, which efficiently navigates a diverse search space to locate the global optimum without necessitating input variable pre-processing. …”
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Introducing a Markov Chain-Based Energy Awareness Approach for Cloud Data Center Virtual Machine Dynamic Management by Xinbin Huang, Yu Huang, Cecılıa. Mercado

“…This research highlights the importance of combining predictive analytics with robust optimization techniques to improve cloud resource management. …”
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Towards faster plan adaptation for proton arc therapy using initial treatment plan information by Benjamin Roberfroid, Margerie Huet-Dastarac, Elena Borderías-Villarroel, Rodin Koffeing, John A. Lee, Ana M. Barragán-Montero, Edmond Sterpin

“…PAT plans were generated with two different methods on the repeated CT: reference, created de novo, and smart-adapted, generated with the proposed adaptive workflow. Robust optimization was performed for all plans. Results: Smart-adapted plans achieved similar mean dose to organs at risk as the reference: the largest median increase of mean dose was 1.9 Gy to the mandible; the median of maximum dose to spinal cord was 0.5 Gy lower for the smart-adapted plans. …”
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Modeling Portfolio Optimization based on behavioral Preferences and Investor’s Memory by vahideh mousavi kakhki, Sanaz Khatabi

“…We employ a Genetic Algorithm (GA) to optimize portfolios under both criteria. GA is a robust optimization technique that can effectively handle complex problems with multiple constraints. …”
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Robustness of Big Language Modeling in Finance by Yao Mohan

“…Future research should be specific in the financial domain for further adversarial training and robustness optimization of big language models in the financial domain.…”
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Understanding Citizens’ Response to Social Activities on Twitter in US Metropolises During the COVID-19 Recovery Phase Using a Fine-Tuned Large Language Model: Application of AI by Ryuichi Saito, Sho Tsugawa

“…ResultsIn the evaluation of models, GPT-3.5 Turbo with fine-tuning outperformed GPT-3.5 Turbo without fine-tuning and Robustly Optimized Bidirectional Encoder Representations from Transformers Pretraining Approach (RoBERTa)–large with fine-tuning, demonstrating significant accuracy (0.80), recall (0.79), precision (0.79), and F1-score (0.79). …”
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