Graph-Based Semi-Supervised Learning with Bipartite Graph for Large-Scale Data and Prediction of Unseen Data by Mohammad Alemi, Alireza Bosaghzadeh, Fadi Dornaika

“…Additionally, our method enhances the influence of nodes near decision boundaries by assigning different weights based on their importance and using a mapping function from feature space to label space. …”
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Low-Frequency Performance Analysis of Semi-Active Cab’s Hydraulic Mounts of an Off-Road Vibratory Roller by Vanliem Nguyen, Jianrun Zhang, Xiuzhi Yang

“…This study proposes an optimal fuzzy-PID control method for semi-active cab’s hydraulic mounts based on an off-road vehicle roller dynamic model to analyze the low-frequency performance of semi-active cab’s hydraulic mounts under the different operating conditions. …”
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NUMERICAL SIMULATION OF CAVITY FLOW AND FLOW OVER AIRCRAFT COMPARTMENT USING SEMI-EMPIRICAL TURBULENCE MODELS by E. V. Larina, I. A. Kryukov, I. E. Ivanov

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A Simple Semi-Empirical Model for the Estimation of Photosynthetically Active Radiation from Satellite Data in the Tropics by S. Janjai, A. Sripradit, R. Wattan, S. Buntoung, S. Pattarapanitchai, I. Masiri

“…This paper presents a simple semi-empirical model for estimating global photosynthetically active radiation (PAR) under all sky conditions. …”
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SSCD-YOLO: Semi-Supervised Cross-Domain YOLOv8 for Pedestrian Detection in Low-Light Conditions by Fangliang Cao, Kai Yan, Hongliang Chen, Zhen Wang, Yunliang Du, Zekang Zheng, Kefan Li, Baozhu Qi, Mingjia Wang

“…To mitigate the domain differences between infrared and visible light images and address the challenges of data annotation and poor pedestrian detection performance in low-light environments, we propose a semi-supervised cross-domain YOLOv8 pedestrian detection model SSCD-YOLO for low-light environments. …”
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Identification profile with extensive and semi-intensive beef cattle production system in District Sorong, Southwest Papua Province by Indra Saputra, Muh. Andika Prasetia, Rini Anggriani, Mirza Lena, Ryzal Satria Aditama, Andi Iksan Wijaya, Ahmat Endang Two Sulfiar

“…The motivation for keeping livestock as savings, the main livelihood and the function of livestock as a fertilizer producer are not significantly different, but breeders in different rearing systems view that the motivation for keeping livestock as savings is still very important. …”
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Semi-supervised emotion-driven music generation model based on category-dispersed Gaussian Mixture Variational Autoencoders. by Zihao Ning, Xiao Han, Jie Pan

“…To address these limitations, a semi-supervised emotion-driven music generation model based on category-dispersed Gaussian mixture variational autoencoders is proposed. …”
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10 MW FOWT Semi-Submersible Multi-Objective Optimization: A Comparative Study of PSO, SA, and ACO by Souleymane Drabo, Siqi Lai, Hongwei Liu, Xiangheng Feng

“…The present study aims to carry out a comparative Multi-Objective Optimization (MOO) of a 10 MW FOWT semi-submersible using three different metaheuristic optimization techniques and a sophisticated approach for optimizing a floating platform. …”
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Fault Diagnosis of Semi-Supervised Electromechanical Transmission Systems Under Imbalanced Unlabeled Sample Class Information Screening by Chaoge Wang, Pengpeng Jia, Xinyu Tian, Xiaojing Tang, Xiong Hu, Hongkun Li

“…Secondly, a cost-sensitive function driven by data imbalance is constructed to address the class imbalance problem in unlabeled sample screening, adaptively adjusting the weights of different class samples during model training to guide the training of the supervised model. …”
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Characterization of the dietary value of four varieties of quinoa (Chenopodium quinoa Willd) grown in a semi-arid region by Rania Narimane Semmar, Radia Bouchareb, Tahar Benayad, Karima Ait-Kaci Aourahoun, Assia Belguet, Z’hor Bettache, Ferroudja Abbas, Djilani Ghemam Amara, Ayomide Victor Atoki, Amar Djemoui, Mohammed Messaoudi

“…(K), (Mg) and (P) content were substantial in Santa maria (514.57 mg/100 g Dw; 371.1 mg/100 g Dw and 239.83 mg/100gdw, respectively), whereas Q26 was the best (ca) rich (157.5 mg/100 g Dw). Regarding the different varieties, statistical analysis showed that there were significant differences in free sugars and organic acids. …”
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Nitrogen and water additions with or without mowing altered soil microbial community characteristics in a semi-arid steppe by Hao Liu, Feirong Ren, Shiqiang Wan, Shijie Han, Junqiang Zheng

“…Conclusions Overall, N, water addition, and clipping individually and/or interactively, in distinct degrees, altered soil microbial interaction, community structure, and the potential function in a semi-arid steppe. These findings enhance our understanding of soil microbial community assembly and provide a scientific basis for managing temperate grasslands, particularly in the context of global change's impact on ecosystem function and stability.…”
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Semi-Empirical Approach to Evaluating Model Fit for Sea Clutter Returns: Focusing on Future Measurements in the Adriatic Sea by Bojan Vondra

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Deciphering crop-specific rhizobacteriome assembly in cotton, sorghum, and soybean under hot semi-arid field conditions in Texas by Mostafa Abdelrahman, Sudisha Jogaiah, Mohamed Abdelmoteleb, Mohamed Fokar, Henry T. Nguyen, Lam-Son Phan Tran

“…By exploring rhizobacterial recruitment strategies and differential microbial associations in these crops, this study addresses critical gaps in plant-microbiome interactions and paves the way for practical applications in hot semi-arid agricultural systems. Results We found that the abundances and structures of rhizospheric bacterial communities differed among sorghum, soybean, and cotton, with the differences being closely linked to their predicted functional roles in stress adaptation and nutrient assimilation. …”
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Evaluation of semi prepared probiotic dessert containing phycoerythrin and Lactobacillus plantarum for period of up to two months within the refrigerator by Asma Enayatian, Seyed Amir Ali Anvar, Bahareh Nowruzi

“…Abstract The isolation of functional bioactive compounds from microalgae as sustainable sources has emerged as a new area of focus in pharmacology and functional food research. …”
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A Semi-Mechanistic Mathematical Model of Immune Tolerance Induction to Support Preclinical Studies of Human Monoclonal Antibodies in Rats by Paridhi Gupta, Josiah T. Ryman, Vibha Jawa, Bernd Meibohm

“…Model-derived erenumab concentration–time profiles served as input for a quantitative system pharmacology-style semi-mechanistic model of the adaptive immune system to conceptualize the ADA response as a function of the kinetics of CD4⁺ T helper cells and T regulatory cells. …”
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The role of root dynamics on the climate sensitivity of ecohydrological processes of over- and understory in a semi-arid groundwater-dependent ecosystem by Qiyue Liu, Ana P. Barros

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Assessing the Efficiency and Role of Eivan Based on Users’ Perception: A Semi-open Space in Rural Vernacular Houses of Mazandaran by Majid Yousefniapash, Maria Barzegar

“…Given that the lifestyle is enmeshed with the nature and because of the special characteristics of the environment of this region, semi-open spaces generally, and loggia particularly, play various functional, aesthetical, climatic, cultural, and social roles within vernacular houses. …”
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Combatting environmental impacts and microbiological pollution risks in Potato cropping: Benefits of forage cultivation in a semi-arid region by Xudong Sun, Yousif Abdelrahman Yousif Abdellah, Guangyan Wang, Huasen Wang, Jishao Jiang, Yu Zhang, Caspar C.C. Chater, Yongping Yang, Yuanwen Duan, Fuqiang Yu, Dong Liu

“…Continuous potato cropping in semi-arid regions, which are vulnerable to erosion, reduces tuber yields and leads to a decline in soil quality. …”
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FldtMatch: Improving Unbalanced Data Classification via Deep Semi-Supervised Learning with Self-Adaptive Dynamic Threshold by Xin Wu, Jingjing Xu, Kuan Li, Jianping Yin, Jian Xiong

“…Among the many methods of deep semi-supervised learning (DSSL), the holistic method combines ideas from other methods, such as consistency regularization and pseudo-labeling, with great success. …”
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Perspectives of Physiotherapists on Immune Functioning in Oncological Rehabilitation in the Netherlands: Insights from a Qualitative Study by Anne M. S. de Hoop, Karin Jäger, Jaap J. Dronkers, Cindy Veenhof, Jelle P. Ruurda, Cyrille A. M. Krul, Raymond H. H. Pieters, Karin Valkenet

“…This study aimed to assess the perspectives of oncology physiotherapists concerning immune functioning in oncology physiotherapy. For this qualitative research, semi-structured interviews were performed with Dutch oncology physiotherapists. …”
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