MODE: Minimax Optimal Deterministic Experiments for Causal Inference in the Presence of Covariates by Shaohua Xu, Songnan Liu, Yongdao Zhou

“…This paper quantifies the worst-case mean squared error of the difference-in-means estimator as a generalized discrepancy of covariates between treatment and control groups. We demonstrate that existing randomized or re-randomized experiments utilizing Monte Carlo methods are sub-optimal in minimizing this generalized discrepancy. …”
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Optimized DenseNet Architectures for Precise Classification of Edible and Poisonous Mushrooms by Jay Prakash Singh, Debolina Ghosh, Jagannath Singh, Anurag Bhattacharjee, Mahendra Kumar Gourisaria

“…This is done through the implementation of more sophisticated model regularization techniques and automating the hyperparameter optimization process. …”
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Optimization and Simulation for E-Commerce Supply Chain in the Internet of Things Environment by Liwei Zhu

“…On the analysis of summarizing and analyzing previous works, this article expounded the research status and significance of e-commerce supply chain optimization, elaborated the development background, current status, and future challenges of the IoT technology, introduced the methods and principles of the node distribution model and constraint parameter analysis of logistics supply chain, constructed the IoT-based e-commerce supply chain linear and nonlinear model including competition and risk-control modules, performed the design of IoT-based e-commerce supply chain optimization, and discussed the solutions to procurement robustness optimization and management process optimization. …”
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Optimizing Feature Selection for IOT Intrusion Detection Using RFE and PSO by zahraa mehssen agheeb Alhamdawee

“…An anomaly detection is used in the provided IDS to control network traffic in an ongoing way for deviations from usual profiles. …”
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Uniqueness of Optimal Power Management Strategies for Energy Storage Dynamic Models by Tom Goldstein-Tweg, Elinor Ginzburg-Ganz, Juri Belikov, Yoash Levron

“…This proof not only provides a solid theoretical foundation for this algorithm class but also paves the way for developing analytic solutions to more complex optimal control problems incorporating storage. …”
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A novel wheeled mobile robots control based on robust hybrid controller: Mixed H2/H∞ and predictive algorithm approach by Sibang Liu, Kuili Liu, Zhen Zhong, Jinghan Yi, Hamdulah Aliev

“…Also with the help of more free matrices, it can reduce conservatism. The target tracking is first designed with the assumption that there is no obstacle in the environment, and then the obstacle avoidance mode is added to the tracer controller, which is done by modifying the optimal state vector definition. …”
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Optimizing spatial distribution of wastewater-based epidemiology to advance health equity by Maria L. Daza-Torres, J. Cricelio Montesinos-López, César Herrera, Yury E. García, Colleen C. Naughton, Heather N. Bischel, Miriam Nuño

“…To address this need, we propose an optimization framework that strategically allocates wastewater monitoring resources at the wastewater treatment plant (WWTP) level, ensuring more effective and equitable distribution of surveillance efforts to serve underserved populations.The purpose of the framework is to obtain a balanced spatial distribution, inclusive population coverage, and efficient representation of disadvantaged groups in the allocation of resources for WBE. …”
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Optimized Machine Learning for the Early Detection of Polycystic Ovary Syndrome in Women by Bharti Panjwani, Jyoti Yadav, Vijay Mohan, Neha Agarwal, Saurabh Agarwal

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Optimization and Analysis of Electrical Heating Ice-Melting Asphalt Pavement Models by Jiguo Liu, Kai Xu, Zhi Chen, Wenbo Peng, Longhai Wei

“…To obtain more accurate and reasonable temperature rise processes and heat transfer results, we propose a new evaluation metric for heat transfer capability and optimization in electric heating asphalt pavement. …”
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Progress of performance optimization for Mn-based SCR catalysts at low temperature by Yun XU, Boyu WU, Ke ZHUANG, Qian ZHANG, Jingxin XU, Shengen ZHANG, Fahua ZHU, Bolin ZHANG

“…Selective catalytic reduction (SCR) is widely employed to control the emission of NOx in industrial flue gas because of its high efficiency and stability, and it can be used to realize ultralow NOx emission. …”
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Dimensionality Reduction Optimization of High Subsonic Unmanned Aerial Vehicles Intake by Zeqi QI, Zheng GUO, Suqi CHEN, Ke YU

“…Among them, sensitivity analysis is suitable for dimensionality reduction with a clear optimization objective, while PCA is more suitable for dimensionality reduction in multi-objective optimization.…”
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Optimization of the Statin Therapy Algorithm in Outpatient Practice: Adherence and Economic Benefits by S. A. Davitashvili, D. V. Nebieridze, N. M. Akhmedzhanov, A. S. Lishuta, A. S. Safaryan

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Comparación del Control postural de gimnastas rítmicas novatas y expertas (Comparison of Postural Control of novice and expert rhythmic gymnasts) by Setgio Cares Barrientos, Hector Felipe Retamal Matus, Rodrigo Antonio Guzman Venegas

“…According to the results, experience influences better postural control, therefore we should start from an early age to focus on work aimed at improving this variable, allowing greater effectiveness and efficiency in this sport, optimizing the development of training and reducing the risk of injuries. …”
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Optimization of Abdominal Cavity Limitation Method for Prolongation of Peritoneal Dialysis in Experiment by Kebkalo A., Hrianyla V., Reiti A., Yatsyk I.

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Optimization of grouting reinforcement performance of superfine sulfoaluminate cement composite system by Pengfei WANG, Pengyun YAN, Mingxuan ZHANG

“…The two synergistic effects inhibit to some extent the transformation of AFt to monosulfide-type hydrated calcium sulfoaluminate (AFm); ④ The field industrial test shows that the optimized UFA-USC composite slurry in the roadway grouting, the peripheral rock deformation is significantly reduced, and the amount of top and bottom slabs and two gangs approaching have been effectively controlled, to maintain the shape of the roadway section, and to achieve a better reinforcing effect.…”
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Advantages, disadvantages and optimization of organ-sparing methods for uterine fibroids treatment by A. L. Tikhomirov, V. V. Kazenashev, O. V. Maksimova, M. V. Maminova, N. L. Davydenko, N. V. Rurua, T. A. Sonina

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Review of Virtual Power Plant Response Capability Assessment and Optimization Dispatch by Junhui Huang, Hui Li, Zhaoyun Zhang

“…The architecture is functionally partitioned into three tiers: the aggregation layer, communication layer, and dispatch optimization layer (central layer). The dispatch optimization layer of VPPs serves as the “intelligent brain” connecting physical resources with electricity markets, whose core lies in achieving “controllable, adjustable, and optimizable” distributed resources through algorithmic and data-driven approaches, driving the energy system transition towards low-carbon, flexible, and efficient directions. …”
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Tempering implementation optimism: distinguishing between efficacy and effectiveness in implementation research by Per Nilsen, Jeanette Wassar Kirk, Katarina Ulfsdotter Gunnarsson, Kristin Thomas

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Reinforcement Learning-Based Real-Time Contrasts Control Chart Using an Adaptive Window Size by Kyuchang Chang, Seung Hwan Park

“…To address this limitation and improve the performance of the RTC method, we propose the RL-RTC control chart, which leverages reinforcement learning for more adaptive parameter control. …”
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Learning protocols for the fast and efficient control of active matter by Corneel Casert, Stephen Whitelam

“…Our results show that protocols identified by a flexible neural-network ansatz, which allows the optimization of multiple control parameters and the emergence of sharp features, are more efficient than protocols derived recently by constrained analytical methods. …”
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