Bayesian-Optimized Multi-Task Gaussian Process Regression With Composite Kernels for Soybean Oil Futures Forecasting by Hui-Dong Yin, Yi-Yang Li

“…Key innovations include adaptive kernel selection, probabilistic uncertainty bands for risk-aware strategies, and cross-market transferability analysis. Results confirm the model’s capacity to disentangle complex market patterns while maintaining computational tractability. …”
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Dual-Scale Complementary Spatial-Spectral Joint Model for Hyperspectral Image Classification by Huayue Chen, Yue Sun, Xiang Li, Bochuan Zheng, Tao Chen

“…In addition, comprehensive parameter analysis proves the robustness and stability of the proposed method.…”
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Exploring the adsorption desulfurization efficiency using RSM and ANN methodologies by Mahyar Mansouri, Mohsen Shayanmehr, Ahad Ghaemi

“…An uncertainty analysis based on Monte Carlo simulations also confirmed the robustness and predictive stability of the optimized MLP model. …”
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Reinforcement learning for an efficient and effective malware investigation during cyber incident response by Dipo Dunsin, Mohamed Chahine Ghanem, Karim Ouazzane, Vassil Vassilev

“…The learning rate depended on the complexity of the MDP environment: higher in simpler ones for quicker convergence and lower in more complex ones for stability. …”
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IoT-Enhanced Smart Parking Management With IncepDenseMobileNet for Improved Classification by Xiaoxia Zheng, Wenxi Feng, Ning Wang, Huhemandula

“…The IncepDenseMobileNet (IDMN) model integrates Inception, DenseNet, and MobileNet architectures to proficiently capture complex patterns via multi-scale feature extraction and efficient depthwise separable convolutions. …”
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Investigating the role of geological strength index and susceptible zones in landslide triggering mechanisms from Chukyatan-Kumrat road, Dir Upper, Pakistan by Ihtisham Islam, Waqas Ahmed, Salman Ahmed Khattak

“…Despite its critical role in transportation and tourism, the region faces recurrent landslides due to hydrometeorological hazards, posing significant threats to stability. Employing a multidisciplinary approach, this study integrates the geological strength index (GSI) calculated from joint analysis of bedrock and landslide susceptibility index (LSI) analysis to understand the complex interactions underlying landslide occurrences. …”
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Clinical and Radiological Outcomes of Lisfranc Injuries: A Prospective Cohort Study by Nousfier, Rajesh Purushothaman, Nithin Karun, Sharafuddeen Mammu, Siddharth M Pawaskar, MV Amish Rahi

“…Background: Lisfranc injuries are complex tarsometatarsal joint disruptions, often resulting in chronic pain and disability if not accurately diagnosed and managed. …”
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Investigating small molecules in propolis as Nipah virus glycoprotein (NiV-G) inhibitors through molecular interaction studies by Muaz Faruque, Md Afjalus Siraj, Md Nazmul Hasan Zilani, Asish Kumar Das, Md Anisuzzman, Md Monirul Islam

“…Investigation of root-mean-square deviation (RMSD), root mean square fluctuations (RMSF), radius of gyration (Rg), solvent accessible surface area (SASA), molecular surface area (MolSA), binding free energy (MM-PBSA), the complexity of hydrogen bonds (HBs), and secondary structure of ligand-target interactions for 100 ns by molecular dynamics (MD) simulation study further supported the docked complex's stability and compactness. …”
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Correlation between Iliac Tilt and traditional sagittal parameters in adolescents by ZengHui Zhao, Hao Qi, Anqi Zhao, Hongru Yuan, Peng Zhang, Chenchen Wang, Chenxi Wang, Di Zhang

“…Participants were grouped based on Risser staging, and statistical analyses, including one-way analysis of variance (ANOVA), Pearson correlation analysis, and linear regression, were performed. …”
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A Networked Game Theoretic Model for Evaluating Resilience in Megaprojects: Integrating Stakeholder Interactions and Lifecycle Adaptability by Hongsi Zhang, Shukai Jiang, Xingwu Lin, Xiang Yu, Wenjiang Zheng

“…Through mathematical proofs and simulations, the research explores how model parameters influence two critical solution properties: order consistency and stability. Comparative analysis with established methods, such as the Analytic Hierarchy Process (AHP) and simple averaging, highlights the proposed model’s superior ability to capture stakeholder dynamics and adapt to the evolving nature of megaprojects throughout their lifecycle. …”
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Army Air Defence in the Donbas in Spring 1943 (Case of 1257th Army Anti-Aircraft Air Defense Artillery Regiment) by Vyacheslav Terentev

“…Results. The complex analysis of the sources permitted revealing the causes of the low effectiveness of the lowaltitude anti-aircraft artillery (no aircraft was shot down). …”
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Subjective Well-Being of High School Students Belonging to Indigenous Peoples of the North as a Basis for Readiness to Choose a Profession by G. V. Kuhterina, E. A. Solov’eva, L. V. Fedina, M. V. Muravyeva

“…The indicators were the subjective well-being of schoolchildren and their readiness for professional selfdetermination. 119 high school students aged 14-17 from educational institutions of the Yamal-Nenets Autonomous District of the Tyumen Region and the city of Tyumen took part in the testing of these complex constructs. The statistical data analysis was carried out along with comparative and correlation analyses.Results. …”
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Molecular dynamics simulations involving different β-propeller mutations reported in Swiss and French patients correlate with their disease phenotypes by Finola Priyadharshini Chandrasekaran, Everette Jacob Remington Nelson

“…Mutations were studied for their impact on phenotypic severity, structural stability, and evolutionary conservation. Molecular docking analysis and molecular dynamics simulations were carried out for αIIb-β3 complexes as well as αIIbβ3-fibrinogen complexes; in particular, E355K structure had more deviations, fluctuations, and other changes which compromised its structural stability and binding affinity when compared to both wild-type and G401C structures. …”
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Physiological and ecological responses of flue-cured tobacco to field chilling stress: insights from metabolomics and proteomics by Kaiyuan Gu, Xinkai Li, Jiaen Su, Yi Chen, Chengwei Yang, Juan Li, Chenggang He, Binbin Hu, Congming Zou, Congming Zou

“…This indicates that under chilling stress, tobacco leaves enhance adaptability by regulating energy metabolism, increasing antioxidant capacity, and stabilizing cell membrane structure.ConclusionsTherefore, under chilling stress, tobacco leaves exhibit complex physiological adaptability through multiple regulatory mechanisms involving proteins and metabolites. …”
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Single-walled carbon nanotubes sensors: Preparation and bio-application advances by Xiaotong Chen, Difan Wang, Wenshuo Ding, Hengchang Zang, Lian Li

“…Molecular recognition and detection are the main concerns in the field of biological analysis because they can be affected by various factors. …”
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Problems and Prospects for the Application of Neural Networks for the Sphere of Education by T. M. Shamsutdinova

“…Obviously, the practical implementation of complex neural network systems of this level is a very difficult task and can be solved so far only at the level of individual subsystems. …”
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Loss of expression and function of Gβγ by GNB1 encephalopathy-associated L95P mutation of the Gβ1 subunit by Haritha P. Reddy, Tal Keren-Raifman, Galit Tabak, Nathan Dascal, Nathan Dascal, Daniel Yakubovich, Daniel Yakubovich

“…Additionally, rigid-body docking was used to model the GIRK1/2–Gβγ complex, evaluating L95P’s effect on channel–Gβγ interaction, Gβγ stability, and Gβγ–effector affinity.Results. …”
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Structure-based design of covalent nanobody binders for a thermostable green fluorescence protein by Yue Zhihao, Li Yanfang, Cai Hongmin, Yao Hebang, Li Dianfan, Ni Aimin, Li Tingting

“…Using biochemical analysis, we identify two bridged complexes (TGP A18C-Sb44 V100C and TGP E118C-Sb92 S57C), with the TGP-Sb92 disulfide pair showing high resistance to reducing agents. …”
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A hybrid optimization algorithm based on cascaded (1 + PI)-PI-PID controller for load frequency control in interconnected power systems by Md. Shahid Iqbal, Md. Faiyaj Ahmed Limon, Md. Monirul Kabir, Md. Zakir Hossain, Md. Fahad Jubayer, Md. Janibul Alam Soeb

“…Its performance is evaluated under random step load perturbations (SLP) and its internal robustness is demonstrated through stability analysis using the Lyapunov method. In conclusion, the hybrid IABC-PSO algorithm-based cascaded (1 + PI)-PI-PID controller offers a robust and efficient solution for LFC in interconnected power systems. …”
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Identification of potential diagnostic targets and therapeutic strategies for anoikis-related biomarkers in lung squamous cell carcinoma using machine learning and computational vi... by Xin Zhang, Jing Zou, Jinghua Ning, Yanhong Zhao, Run Qu, Yuzhe Zhang, Yuzhe Zhang, Yuzhe Zhang

“…Molecular dynamics simulations confirmed that the CSNK2A1-Dihydroergotamine complex exhibited strong binding stability. Further in vitro experiments demonstrated that Dihydroergotamine significantly inhibited LUSC cell viability, migration, and invasion, and downregulated CSNK2A1 expression.ConclusionThis study is the first to construct an anoikis-related prognostic model for LUSC, highlighting its role in the tumor immune microenvironment and providing insights into personalized therapy. …”
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