Enhancing Machine Learning Models Through PCA, SMOTE-ENN, and Stochastic Weighted Averaging by Youngjin Han, Inwhee Joe

“…The results emphasize that ensemble learning, enhanced by SWA, offers a powerful framework for handling imbalanced and complex datasets, providing significant advancements in predictive modeling accuracy. …”
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Artificial Reproductive Technology (ART) in Pakistan: A Need for Shariah Compliant Medico-Legal Framework by Muhammad Faeq, Saadia Sultana

“…However, the application of ART raises complex dilemmas in Pakistan, where people are culturally family oriented, and religiously more sensitive to the susceptibility of new medical intervention that challenges progeny (lineage) and sanctity of marriage. …”
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Modular invariant Starobinsky inflation and the Species Scale by Gonzalo F. Casas, Luis E. Ibáñez

“…For a single elliptic complex modulus with SL(2, Z) symmetry, this results in an inflaton potential V ≃ Im τ 2 G ~ 2 2 / N 2 $$ V\simeq {\left(\operatorname{Im}\tau \right)}^2{\left|{\overset{\sim }{G}}_2\right|}^2/{N}^2 $$ , with N ≃ − log(Imτ|η(τ)|4), where η is the Dedekind function and G ~ 2 $$ {\overset{\sim }{G}}_2 $$ the Eisenstein modular form of weight 2. …”
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MANAGEMENT OF COMPETITIVENESS OF AGRICULTURAL PRODUCTION IN THE CONTEXT OF FINANCIAL ECONOMIC DEVELOPMENT OF UKRAINE by I. I. Paska, V. V. Zabolotnyi, T. V. Ponedilchuk, A. A. Hura

“…It is conducted an analytical estimation of theoretical and methodical principles for determining the competitiveness of agricultural products in this article; it is specified the system of indicators for the assessment of the competitiveness of products; it is determined the indicators that used for controlling the competitiveness of products; it is researched the dynamics of gross domestic product and agricultural production for 2012-2018; it is analyzed the influence of volumes of production of agricultural products on the dynamics of gross domestic product in both the short-term and long-term periods; a correlation field was developed for analyzing the relationship between the agricultural production index and economic growth in the long-term period for 2009-2017; it was established that an increase in the index of agricultural production by 1% will lead to an increase in GDP by 0,18%; The market of poultry production is researched, as one of the key components of agricultural production; it is determined the balance between demand and supply of Ukrainian poultry market, as well as the dynamics of its consumption for 2012-2017; it is calculated the concentration indexes on the market of poultry meat in Ukraine, that made it possible to identify the investigated market as oligopolistic; it is generalized a method of analysis of competitiveness taking into account peculiarities of poultry production; it is grounded the main directions of increasing competitiveness of poultry production in the context of financial and economic development of the industry and economy of Ukraine as a whole; it is revealed that increasing the competitiveness of Ukrainian poultry production should take place due to the growth of its quality; it is generalized indicators of the quality of poultry production; it is proposed the indicator of complex assessment of the quality of poultry products, which allows to account, to make analysis and control of costs to ensure its quality, which will enable to increase the competitiveness of the industry, which in turn will lead to financial and economic growth of the Ukrainian economy.…”
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Research on Coordinated Oscillation Control Strategy of AC/DC Hybrid Distribution Network Based on Mixed-Integer Linear Programming by Shumin Sun, Peng Yu, Jiawei Xing, Yuejiao Wang, Song Yang

“…The significance of this study is to provide an effective mathematical model and control strategy to deal with the complex dynamic behavior of AC-DC hybrid distribution network. …”
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Optimizing the Location of 5G Network Base Stations Taking into Account Intra-System Interference by Serhii Siden, Roman Tsarоv, Mohammed Jamal Salim, Kateryna Shulakova, Saad Malik Talha, Liliia Bodnar

“…The problem is characterized by dynamic environmental conditions, high user density, heterogeneous service demands, and the requirement for guaranteed network quality indicators, as well as the need to ensure reliable coverage in complex indoor layouts. …”
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Power system corrective control considering topology adjustment: An evolution-enhanced reinforcement learning method by Haoran Zhang, Peidong Xu, Ji Qiao, Yuxin Dai, Yuyang Bai, Tianlu Gao, Fan Yang, Jun Zhang, Jun Hao, Wenzhong Gao

“…Furthermore, we propose the top-K strategy to ensure that generated actions comply with complex operational constraints and the Monte Carlo evaluation method to enhance training stability. …”
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EVALUATION OF THE EFFECTIVENESS OF TREATMENT OF CHRONIC CATARRHAL GINGIVITIS IN CHILDREN WITH DIABETES MELLITUS IN LONG-TERM OBSERVATIONS by L.F. Kaskova, V.A. Honcharenko

“…The results of observations convincingly prove the high efficiency of the developed treatment and prevention complex for children with CCG and diabetes. The combined use of CCG correction measures with antioxidant status ensured the stability of clinical outcomes, as evidenced by periodontal indexes data, and once again demonstrates the important role of oxidative stress in the development of periodontal diseases in patients with diabetes mellitus. …”
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Generating a Set of Reference Images for Reliable Condition Monitoring of Critical Infrastructure using Mobile Robots by Sotnikov O., Tymochko O., Bondarchuk S., Dzhuma L., Rudenko V., Mandryk Ya., Surkov K., Palonyi A., Olizarenko S.

“…The novelty of the work lies in the fact that the method of process formalized description of forming a reference images set to ensure reliable monitoring of critical infrastructure facilities using flying mobile robots for various sectors of the economy, the practical application of which will ensure reliable control and their condition assessment.…”
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Smartphone-Based Automated Non-Destructive Testing Devices by V. F. Petryk, A. G. Protasov, R. M. Galagan, A. V. Muraviov, I. I. Lysenko

“…Currently, non-destructive testing is an interdisciplinary field of science and technology that serves to ensure the safe functioning of complex technical systems in the face of multifactorial risks. …”
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Exploring equity in global health collaborations: a qualitative study of donor and recipient power dynamics in Liberia by Bernice Dahn, Kristina Talbert-Slagle, Joseph Lewis, Brigid E Cakouros, Johannah Gum, Defne L Levine, Antoinette H Wright

“…IntroductionGlobal health collaborations between individuals from high-resource and low-resource settings are complex and often built on hierarchical structures and power differentials that are difficult to change. …”
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A Hybrid Dynamic Path-Planning Method for Obstacle Avoidance in Unmanned Aerial Vehicle-Based Power Inspection by Zheng Huang, Chengling Jiang, Chao Shen, Bin Liu, Tao Huang, Minghui Zhang

“…Path planning for Unmanned Aerial Vehicles (UAVs) plays a critical role in power line inspection. In complex inspection environments characterized by densely distributed and dynamic obstacles, traditional path-planning algorithms struggle to ensure both efficiency and safety. …”
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Analysis of Sustainability Variables in Revegetation of Ex-Oil and Gas Mining Operation by Abdillah Lbs, Suwondo Suwondo, Nurhasanah Nurhasanah, Nurhayati Nurhayati, Anita Pramawanti

“…Revegetation after petroleum mining operations is a complex and multifaceted issue that requires careful consideration of sustainability factors to ensure long-term success. …”
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Trajectory Tracking of Fixed-Wing UAV Using ANFIS-Based Sliding Mode Controller by Feleke Tsegaye Yareshe, Nigatu Wanore Madebo, Chala Merga Abdissa, Lebsework Negash Lemma

“…However, their dynamic model is highly complex due to nonlinearity and coupling effects. …”
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Evaluation of an innovative logistics system based on the logistics efficiency index by Vilayat Ismaуilov, Andrii Karpenko

“…Only the optimal solution of the entire complex of mutual management tasks allows you to achieve your goals, since only the logistics system is able to recoup all logistical costs and ensure the highest efficiency. …”
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Assessment and analysis of the intellectual potential of universities in the Republic of Bashkortostan by L. R. Khabibullina

“…This is due to the fact that the very notion of intellectual potential is relatively new and there are contradictions regarding the definition of its content and structure.The correct choice of the system of indicators, which allows to characterize the potential in a variety of ways in a complex manner, and the choice of the most reliable method for its evaluation will ensure the objectivity of evaluating the intellectual potential of the university. …”
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Assessment of the Scope of Work for Operational Control of Steel Underground Gas Pipelines, Taking Into Account the Organizational and Logistical Factor by N. V. Strutsky, V. N. Romaniuk

“…Thus, periodic instrument inspection is a key technical measure that ensures the management of the technical condition of steel underground gas distribution pipelines. …”
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Optimized Wireless Sensor Network Architecture for AI-Based Wildfire Detection in Remote Areas by Safiah Almarri, Hur Al Safwan, Shahd Al Qisoom, Soufien Gdaim, Abdelkrim Zitouni

“…Wildfires are complex natural disasters that significantly impact ecosystems and human communities. …”
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QUALITY OF NATIONAL ECONOMIC GROWTH: FACTORS AND DETERMINANTS by Nikolaj I. Komkov, Mihail N. Dudin, Nikolaj V. Lyasnikov

“…The practical application of the results of this work will improve procedures for forecasting and planning the strategic development of an economic complex in view of the current economic and social trends.…”
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Personalizing Seizure Detection for Individual Patients by Optimal Selection of EEG Signals by Rosanna Ferrara, Martino Giaquinto, Gennaro Percannella, Leonardo Rundo, Alessia Saggese

“…The proposed approach ensures high reliability, even with small datasets, and improves interpretability for clinicians by overcoming the limitations of more complex methods. …”
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