The Spatiality of the Vernacular Courtyard House in the Arabian Gulf Region by Asmaa Saleh AL-Mohannadi, Raffaello Furlan

“…It sheds light on visibility graph analysis, human behavior, and the system of activities in the domestic space. …”
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GOMFuNet: A Geometric Orthogonal Multimodal Fusion Network for Enhanced Prediction Reliability by Yi Guo, Rui Zhong

“…GOMFuNet synergistically combines two core mathematical principles: (1) It utilizes geometric deep learning, specifically Graph Convolutional Networks (GCNs), within its Cross-Modal Label Fusion Module (CLFM) to perform fusion in a high-level semantic label space, thereby preserving inter-sample topological relationships and enhancing robustness to inconsistencies. (2) It incorporates a novel Label Confidence Learning Module (LCLM) derived from optimization theory, which explicitly enhances prediction reliability by enforcing mathematical orthogonality among the predicted class probability vectors, directly minimizing output uncertainty. …”
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DropKAN: Dropout Kolmogorov–Arnold Networks by Mohammed Ghaith Altarabichi

“…Additionally, DropKAN demonstrates enhanced sample efficiency under limited training data conditions, outperforming baselines on multiple large-scale datasets. …”
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A GD-PSO Algorithm for Smart Transportation Supply Chain ABS Portfolio Optimization by Yingjia Sun, Hongfeng Ren

“…In this article, a penalty function based on graph density (GD) was introduced to the particle swarm optimization algorithm (PSO), and a GD-PSO algorithm was proposed. …”
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ON STOCHASTIC ESTIMATION OF THE RESULTS OF UNDULATORY TRANSILLUMINATION OF SOLID MATERIALS WITH A PAUCITY OF MEASUREMENTS by S. N. Osipov

“…The article utilizes the confidence boundaries evaluation techniques for dispersion in robust design on chi-square criterion at small sample specified by K. A. Brownly under editorial of academician А. …”
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Data processing pipeline for scientific publications to identify priority research areas by Iskandar B. Soliev

“…Testing of the pipeline on a sample of more than 50 000 publications for 2014–2024 demonstrates high accuracy and efficiency of the proposed method. …”
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A Network Psychometric Analysis of Math Anxiety Factors in Italian Psychology Students by Emma Franchino, Luciana Ciringione, Luisa Canal, Ottavia Marina Epifania, Luigi Lombardi, Gianluca Lattanzi, Massimo Stella

“…A subsequent Exploratory Graph Analysis (EGA) identified four distinct factors of math anxiety in MAS-IT. …”
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Pattern of sedentary behavior in brazilian adolescents by Drielly Elvira Ramos, Maria Raquel de Oliveira Bueno, Lidyane Zambrin Vignadelli, André Oliveira Werneck, Enio Ricardo Vaz Ronque, Manoel João Coelho-E-Silva, Marcelo Romanzini

“… The present study objectively measured the pattern of sedentary behavior among schoolchildren from a city in southern Brazil. A probabilistic sample composed of 394 adolescents was selected from ten public schools in the city of Londrina/PR. …”
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Synthesis of Nanostructured Tin Oxide (SnO2) Powders and Thin Films by Sol-Gel Method by Ashok D. Bhagwat, Sachin S. Sawant, Balaprasad G. Ankamwar, Chandrashekhar M. Mahajan

“…The XRD pattern of the as-prepared sample demonstrated the formation of a rutile structure of SnO2 nanocrystallites. …”
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Can non-human primates extract the linear trend from a noisy scatterplot? by Lorenzo Ciccione, Thomas Dighiero-Brecht, Nicolas Claidière, Joël Fagot, Stanislas Dehaene

“…Although this capacity looks sophisticated, it may simply reflect the extraction of the principal trend of the graph, as if the cloud of dots was processed as an oriented object. …”
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Towards Interpretable Physical‐Conceptual Catchment‐Scale Hydrological Modeling Using the Mass‐Conserving‐Perceptron by Yuan‐Heng Wang, Hoshin V. Gupta

“…Abstract We investigate the applicability of machine learning technologies to the development of parsimonious, interpretable, catchment‐scale hydrologic models using directed‐graph architectures based on the mass‐conserving perceptron (MCP) as the fundamental computational unit. …”
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The relations between sleep, time of physical activity, and time outdoors among adult women. by Kate Murray, Suneeta Godbole, Loki Natarajan, Kelsie Full, J Aaron Hipp, Karen Glanz, Jonathan Mitchell, Francine Laden, Peter James, Mirja Quante, Jacqueline Kerr

“…The current study assesses the role of physical activity and time outdoors in predicting sleep health by using objective measurement of the three variables. A convenience sample of 360 adult women (mean age = 55.38 ±9.89 years; mean body mass index = 27.74 ±6.12) was recruited from different regions of the U.S. …”
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Effect of ferromagnetic paste on insulating properties of transformer oil by I. Y. Bragin, L. A. Panteleeva, P. N. Pokoev, E. I. Gracheva

“…For clarity, the results of all samples were plotted. Based on the graph, it became clear that in some samples of transformer oil a significant amount of mechanical impurities formed from ferromagnetic paste appeared, which extremely negatively affected the insulating properties of the oil. …”
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Frequency Of Depression In Patients With Vitamin B12 Deficiency by Anam Fatima, Faridullah Shah, Hareema Saeed Khan, Kashif Rauf, Safdar Ali, Shahid Ali Khan

“…Methodology: This cross-sectional study was carried out from January 2020 to March 2021 on a total sample size of n=100 patients (age 49.84 ± 0.91 years) using a simple random sampling technique, visiting the medical department of the federal government polyclinic hospital, in Islamabad. …”
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Dispersive Liquid–Liquid Microextraction Method Utilizing a Novel Peripherally Tetra-Substituted Ni(II) Phthalocyanine as a Sensor Prior to UV-Visible Spectrophotometry for the Det... by Yasemin Çağlar, Ece Tuğba Saka

“…In brief, this method involves the extraction of Co²⁺ from the sample to the trichloromethane phase by the dispersive action of methanol after the formation of a complex with a novel 9-(methylaminomethyl)anthracene-Ni(II) phthalocyanine (MAMA Ni(II)Pc <b>2</b>) as a sensor. …”
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GENERATION OF TEST BASES OF RULES FOR THE ANALYSIS OF PRODUCTIVITY OF LOGICAL INFERENCE ENGINE by Svitlana Shapovalova

“…The following methods are used: methods of comparison with the sample, graph theory, logical programming. The following results were obtained: the method provides opportunities: creation of conditions of rules that complicate the data flow network of the Rete-algorithm as much as possible; formation of test bases of rules for derivation both on logic of the first order, and on offer logic; simply increase the number of knowledge base rules while maintaining the output logic. …”
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STARNet: A Deep‐Learning Algorithm for Surface Shortwave Radiation Retrieval From Fengyun‐4A by Mengmeng Song, Dazhi Yang, Hongrong Shi, Yun Chen, Bai Liu, Yanbo Shen, Zijing Ding, Xiang'ao Xia

“…The empirical part of this work showcases irradiance retrieval from Fengyun‐4A over China. True out‐of‐sample verification demonstrates that STARNet can outperform physical and conventional data‐driven retrieval algorithms. …”
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Maternal stress, cord blood zinc and attention deficit hyperactivity disorder by Nagahide Takahashi, Tomoko Nishimura, Akemi Okumura, Toshiki Iwabuchi, Taeko Harada, Md Shafiur Rahman, Yoko Nomura, Jeffrey H. Newcorn, Kenji J. Tsuchiya

“…Zinc levels negatively correlated with IL-6 and maternal depressive symptoms. Directed acyclic graph analysis indicated that maternal stress increased IL-6, which reduced fetal zinc levels, linking to ADHD symptoms. …”
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Interactive eAssessment of writing competency in French as a foreign language: Development and implementation of an AI-enhanced progress monitoring system by Abdelghani Es-sarghini, Abdelaziz Boumahdi

“…The developed Interactive Curves Graph system combines automated analysis with stakeholder engagement in a learner-centered approach. …”
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Технологія декомпозиції фронтенд-монолітних вебзастосунків на мікрофронтенди методом кластеризації їх гетерогенних графів... by М. О. Шестакович, Ю. В. Шабатура

“…Доведено, що застосування моделі GraphSAGE (англ. Sample and AggregatE) для побудови векторного подання вузлів гетерогенного графа поєднано з кластеризацією методом k-середніх (k-means) забезпечує обґрунтованіший поділ моноліту на групи компонентів, які відповідають основним доменам функціоналу вебзастосунку. …”
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