Hybrid machine learning techniques for knowledge extraction in communication networks and advanced decision based complex q-Rung orthopair fuzzy frameworks by Hushuang Zeng, Yonghua Zhang

“…Abstract Hybrid machine learning techniques for knowledge extraction in communication networks combine the strengths of multiple learning algorithms to analyze complex, high-dimensional, and dynamic network data effectively. …”
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Reference-free deconvolution of complex samples based on cross-cell-type differential analysis: Systematic evaluations with various feature selection options by Weiwei Zhang, Zhonghe Tian, Ling Peng

“…IntroductionGenomic and epigenomic data from complex samples reflect the average level of multiple cell types. …”
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Application of capsule networks based on reparameterized heterogeneous convolution in multi-scale heterogeneous environment matrix in predictive modeling of interdisciplinary compl... by Shuya Liu, Xiaoli Zhang

“…Abstract Predictive modeling of complex systems frequently encounters inadequate processing capabilities for multi-scale heterogeneous data, as conventional methods grapple with the effective integration of such data. …”
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Experimental Study on the Complex Contact Frictional Property of an Ultralong Distance Large-Section Concrete Pipe Jacking and Prediction of Pipe String Stuck by Ziyong He, Jiangong Chen

“…The results show that sufficient bentonite slurry can effectively reduce the frictional resistance, and when the amount of bentonite is insufficient, the average friction coefficient (AFC) of the later contact surface increases by 50%∼70%. …”
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Methods for Constructing Soil Dynamic Models Under Intelligent Cultivation: Dynamic Interaction Mechanisms Between Farming Tools with Complex Structures and Soil by Wei Song, Lili Ren, Jingli Wang, Yunhai Ma, Yingjie Guo, Minglei Han, Huaixiang Zhao

“…A new method for finite element simulation analysis of the interaction between complex structured tillage implements and soil was established in this study. …”
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Gamma-ray spectrometric evaluation in watersheds with gold anomalies in stream sediments, Passo Feio Complex, Caçapava do Sul region (Brazil) by Luiza Lima Alves, César Augusto Moreira, Ana Flávia da Silva Araújo, Lenon Melo Ilha, João Pedro Prado de Oliveira, Sissa Kumaira, Marco Antonio Fontoura Hansen, Henri Masquelin

“…The local geological context is represented by the Passo Feio Metamorphic Complex, which contains gold deposits possibly hosted in quartz veins concordant with metamorphic foliation, composed of quartzites, schists, and amphibolites. …”
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Embracing open innovation in hospitality management: Leveraging AI-driven dynamic scheduling systems for complex resource optimization and enhanced guest satisfaction by Rapeepan Pitakaso, Paulina Golinska-Dawson, Peerawat Luesak, Thanatkij Srichok, Surajet Khonjun

“…Our findings indicate that the AMIS framework substantially improves operational performance, as evidenced by more than a 50 % reduction in average room turnaround times and a task completion rate surpassing 99 %. …”
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Results of Randomized Comparative Efficacy Study of Iron Deficiency Anemia Management in Children with Iron III Hydroxide Polymaltose Complex and Iron Sulfate by Ivan V. Fisyun, Tatyana A. Kuznetsova, Yana A. Tkacheva, Elena V. Yakubova

“…The guidelines on selection between iron preparations, iron sulfate (IS) and iron III hydroxide polymaltose complex (HPC), for iron deficiency anemia (IDA) management in pediatrics are contradictory. …”
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A Hybrid Approach for Reachability Analysis of Complex Software Systems Using Fuzzy Adaptive Particle Swarm Optimization Algorithm and Rule Composition by Nahid Salimi, Seyfollah Soleimani, Vahid Rafe, Davood Khodadad

“…Experimental results demonstrate that proposed hybrid algorithm reduced verification time by up to 49.86% compared to Particle Swarm Optimization and 65.17% compared to Genetic Algorithms in reachability analysis of complex models. Furthermore, it explored 32.7% fewer states on average than the hybrid method based on Particle Swarm Optimization and Gravitational Search Algorithms, and 57.4% fewer states compared to Genetic Algorithms, indicating improved search efficiency. …”
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Electrospun poly-ε-caprolactone fibers loaded with inclusion complex of sulfobutyl ether β-cyclodextrin with dexamethasone as potential drug release systems by Larisa Kobrina, Anton Tymoshyk, Mykola Monastyretskyi, Valentyna Boiko, Sergiy Polishchuk, Sergii Sinelnikov, Dmytro Klymchuk, Sergii Riabov

“…Initially, inclusion complex of SB-β-CD with Dex was prepared and complexation between these components was confirmed by FTIR-spectroscopy, differential scanning calorimetry, X-ray diffraction and thermal mass spectrometry. …”
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Experimental Demonstration of 40-Gb/s I-SC-FDM With 10G-Class Optics and Low-Complexity DSP for Next-Generation PON by Xizi Tang, Ji Zhou, Mengqi Guo, Jia Qi, Shuangyue Liu, Xuekai Xu, Yueming Lu, Yaojun Qiao

“…At the transmitter, low peak-to-average power ratio and low-complexity signal is generated using simplified encoding structure of phase rotation and complex-to-real transform. …”
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Bone Cement Augmentation for Cervical Vertebrae‐Ossification of the Posterior Longitudinal Ligament Complex Contributes to Anterior Controllable Antedisplacement and Fusion in Pati... by Qilin Lu, Xugui Li, Bin Zhang, Jiangang Shi, Jingchuan Sun

“…The controllable antedisplacement of the vertebrae‐OPLL complex (VOC) through screws is both the most critical and technically challenging procedure, especially in osteoporosis (OP) condition. …”
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Intra- and Inter-Regional Complexity in Multi-Channel Awake EEG Through Multivariate Multiscale Dispersion Entropy for Assessing Sleep Quality and Aging by Ahmad Zandbagleh, Saeid Sanei, Lucía Penalba-Sánchez, Pedro Miguel Rodrigues, Mark Crook-Rumsey, Hamed Azami

“…To capture inter-regional complexity, mvMDE was applied to the most informative group of sensors, with one sensor selected from each brain region using four methods: highest average correlation, highest entropy, highest mutual information, and highest principal component loading. …”
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RDRM-YOLO: A High-Accuracy and Lightweight Rice Disease Detection Model for Complex Field Environments Based on Improved YOLOv5 by Pan Li, Jitao Zhou, Huihui Sun, Jian Zeng

“…Efficient disease detection in complex field environments remains a persistent challenge for sustainable agriculture. …”
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A Partitioned IRS-Aided Transmit SM Scheme for Wireless Communication by Liping Xiong, Yuyang Peng, Ming Yue, Haihong Wei, Runlong Ye, Fawaz AL-Hazemi, Mohammad Meraj Mirza

“…The theoretical analysis of average bit error rate (ABER) based on maximum likelihood (ML) detection and the computational complexity analysis are provided. …”
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Fabrication of omega-3 fatty acid nanoencapsulation with a sodium alginate-acacia gum complex: In vitro digestibility and biocompatible therapeutic potential by Naorem Rojita Devi, Sital Khandelwal, Srinivasan Pappu

“…In this study, a sodium alginate-acacia gum (SA-AG) complex was developed to address these issues. The stability of the complex was confirmed through zeta potential and thermogravimetric analysis. ω3FAs were encapsulated within the SA-AG complex, and their physical, morphological, and chemical characteristics were evaluated. …”
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Troca pulpar: uma solução simples para um problema complexo Pulp exchange: a simple solution for a complex problem by Felipe Kunrath Simões Pires, Lourenço Frigeri Teixeira, Pedro Djacir Escobar Martins, Jefferson Braga Silva

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Secure Transmission of Optical DFT-S-OFDM Data Encrypted by Digital Chaos by Zanwei Shen, Xuelin Yang, Hao He, Weisheng Hu

“…Moreover, the receiver sensitivity is improved ∼2 dB (BER@10^−3), which is due to the effective reduction of peak-to-average power ratio via DFT precoding. In addition, this scheme has the advantages of low computational complexity and has no requirement of redundant sideband information.…”
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Fast Assessment of Rotor Barrier Dimensional Allowances in Synchronous Reluctance Machines by Carlos Madariaga, Cesar Gallardo, Juan A. Tapia, Werner Jara, Andres Escobar, Michele Degano

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Use of a Wearable Self-Tracking Instrument by Refugees With Complex Posttraumatic Stress Disorder: A Qualitative Study of Psychotherapeutic Mediation and Engagement by Lisa Groenberg Riisager, Stine Bjerrum Moeller, Jakob Eg Larsen, Thomas Blomseth Christiansen, Jesper Aagaard, Lotte Huniche

“…A focus on simplistic design, adaptability, and patient-defined use may enhance therapeutic relevance, especially in settings where stigma or complexity limits engagement.…”
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