Electroencephalography-Based Pain Detection Using Kernel Spectral Connectivity Network with Preserved Spatio-Frequency Interpretability by Santiago Buitrago-Osorio, Julian Gil-González, Andrés Marino Álvarez-Meza, David Cardenas-Peña, Alvaro Orozco-Gutierrez

“…(i) We employ the Kernel Cross-Spectral Gaussian Functional Connectivity Network (KCS-FCnet) to code pairwise channel dependencies for pain detection. …”
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Integrated Bioinformatics and Validation of lncRNA-Mediated ceRNA Network in Myocardial Ischemia/Reperfusion Injury by Ying Han, Gong Jin, Min Pan, Zhoufei Fang, Dan Lu, Wenqin Cai, Changsheng Xu

“…The functional enrichment analyses revealed that the lncRNAs involved in the ceRNA network might functions in oxidative stress and calcium signaling pathway. …”
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The mechanism of Weiqi decoction treating gastric cancer: a work based on network pharmacology and experimental verification by Xu Huang, Zhihong Pan, Lei Shen, Huan Chen, Chang Chen, Tingting Lv, Yuzhou Mei

“…A protein–protein interaction (PPI) network was constructed via the STRING database, and functional enrichment analyses were conducted using the DAVID platform. …”
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Identifying the human olfactory and chemosignaling neural networks using event related fMRI and graph theory by Saideh Ferdowsi, Tom Foulsham, Alireza Rahmani, Dimitri Ognibene, Luca Citi, Wen Li

“…Abstract This study aims to characterize and compare the functional neural networks associated with different olfactory stimuli, including air, non-social odours, and human body odours. …”
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Rapid analysis of temperature fields in electronic enclosures based on the finite difference thermal resistance network method by Xiaoyue Zhang, Yinmo Xie, Bing Liu, Yingze Meng, Kewei Sun, Guangsheng Wu, Jianyu Tan

“…Subsequently, the model was applied to conduct thermal analysis on different functional modules and was compared with the FVM approach. …”
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Three distinct gamma oscillatory networks within cortical columns in macaque monkeys’ area V1 by Eric Drebitz, Lukas-Paul Rausch, Esperanza Domingo Gil, Andreas K. Kreiter

“…These features suggest that neurons within a column operate as one unified network. Other features, like the different patterns of input and output connections of neurons located in separate layers and systematic differences in feature tuning, hint at a more segregated and possibly flexible functional organization of neurons within a column.MethodsTo distinguish between these views of columnar processing, we conducted laminar recordings in macaques’ area V1 while they performed a demanding attention task. …”
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Integrating network pharmacology, quantitative transcriptomic analysis, and experimental validation revealed the mechanism of cordycepin in the treatment of obesity by Yu Liao, Mingchao Wang, Fuli Qin, Taotao Liu, Jiemei Chen

“…Meanwhile, quantitative transcriptomics was conducted to validate and broaden the network pharmacology findings. …”
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A multi-objective evolutionary algorithm for detecting protein complexes in PPI networks using gene ontology by Mustafa N. Abbas, David Broneske, Gunter Saake

“…Evolutionary algorithms (EAs) have proven effective in uncovering protein complexes within networks of protein–protein interactions (PPIs). However, their integration with functional insights from gene ontology (GO) annotations remains underexplored. …”
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Analysis of Cascading Failure in Urban Metro Networks: A Dynamic Perspective Incorporating Changes in Travel Decisions by Huiying Lei, Xuedong Hua, Weijie Yu, Yongtao Zheng, Wei Wang

“…The study’s validation is conducted within the urban subway network of Nanjing, China. …”
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Infrared thermography based fault diagnosis of diesel engines using convolutional neural network and image enhancement by Wang Rongcai, Yan Hao, Dong Enzhi, Cheng Zhonghua, Li Yuan, Jia Xisheng

“…Convolutional neural network (CNN) has garnered significant attention owing to the exceptional capability in extracting image features. …”
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Designing an Electronic Marketing Model Based on Social Networks –Case Study on Sports Equipment Manufacturing Companies by Ziba Mohammad Rezaee, Korosh Veisi, Adel Fatemi, Samira Aliabadi, Mohsen Smaeili

“…Therefore, this study aimed to present an electronic marketing model based on social networks in sports equipment manufacturing companies.Methodology: This research was conducted qualitatively using a structural-functional analysis approach at the strategic level. …”
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Cross-cultural insights into internet addiction and mental health: a network analysis from China and Malawi by Mengze Li, Yidi Wang, Bin Liu, Xiaoli Ni, Zhujing Ma, Fengzhan Li, Tifei Yuan, Hongyi Chen, Zhongying Wu, Qiannan Jia, Lei Song, Yinchuan Jin, Qun Yang

“…Network estimation, centrality, bridge estimation and network comparison, were conducted using R software. …”
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C3AR1 as a target for preeclampsia: from bioinformatics and network pharmacology to experimental validation by Yongfeng Hu, Shaoqiang Li, Yunhui Hong, Dongxian Peng

“…Expression validation was conducted through the Gene Expression Omnibus (GEO) database. …”
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Neural network analysis of pharyngeal sounds can detect obstructive upper respiratory disease in brachycephalic dogs. by Andrew McDonald, Anurag Agarwal, Ben Williams, Nai-Chieh Liu, Jane Ladlow

“…In recent years, a functional grading scheme has been introduced to semi-objectively grade BOAS based on the presence of stertor and other abnormal signs. …”
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A fault diagnosis method for rolling bearing based on gram matrix and multiscale convolutional neural network by Xinyan Zhang, Shaobin Cai, Wanchen Cai, Yuchang Mo, Liansuo Wei

“…So, an end-to-end bearing fault diagnosis method: GMSCNN, a bearing fault diagnosis method based on Gram Matrix (GM) and Multi scale Convolutional Neural Network (MSCNN), is proposed in this paper. In this method, first, GM is used to reduce the noise of the collected vibration signals; Secondly, MSCNN is used for feature extraction, and the characteristics of vibration signals at different frequencies and time scales can be captured by the convolutional kernels of different scales; thirdly, two feature enhancement branches are added, utilizing the undenoised vibration signal as input, to enrich and diversify features while enhancing the model’s expressive and generalization capabilities; Finally, the experimental analysis was conducted on two bearing datasets to indicates that the noise robustness of GMSCNN is strong.…”
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Innovative biomarker exploration in ASD: Combining Graph Neural Networks and permutation testing on fMRI data by Donglin Wang, Wandi Ding

“…The objective was to identify potential biomarkers by analyzing node embeddings extracted from a graph model based on functional Magnetic Resonance Imaging (fMRI) data. Permutation tests were conducted to identify regions with significant differences in their embeddings between the two groups. …”
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Seed dispersal by bats (Chiroptera: Phyllostomidae) and mutualistic networks in a landscape dominated by cocoa in the Brazilian amazon by Zeneide Damião da Silva, Ely Simone Cajueiro Gurgel, Letícia Lima Correia, Thiago Bernardi Vieira

“…Bats play essential roles in neotropical ecosystems, performing crucial ecological functions such as insect pest control, pollination of plants with significant economic, social, and ecological value, and seed dispersal, including that of pioneer plant species. …”
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Transcriptomic and network toxicology approaches reveal potential mechanisms of DEHP induced intrahepatic cholestasis during pregnancy by Lun Zhang, Qianqian Huang, Yun Yu, Yue Jiang, Mengzhen Hou, Wenkang Tao, Cheng Zhang, Jianqing Wang

“…Molecular docking studies conducted using AutoDock demonstrated strong binding affinities between DEHP and these core targets. …”
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Disentangled similarity graph attention heterogeneous biological memory network for predicting disease-associated miRNAs by Yinbo Liu, Qi Wu, Le Zhou, Yuchen Liu, Chao Li, Zhuoyu Wei, Wei Peng, Yi Yue, Xiaolei Zhu

“…Additionally, various ablation studies were conducted to validate the contributions of different modules within the framework, and’s encoding statuses and memory units of DiGAMN were visualized to explore the utility and functionality of its modules. …”
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Species-specific gene regulatory network rewiring mediated by the GATA-type regulator NsdD in Aspergillus by Heungyun Moon, Mi-Kyung Lee, Junha Shin, Sung Chul Park, Julio C. Rivera Vazquez, Daniel Amador-Noguez, Nancy P. Keller, Hee-Soo Park, Kap-Hoon Han, Jae-Hyuk Yu

“…To address this gap, we have conducted network-based multiomics analyses in two distantly related species, Aspergillus nidulans and Aspergillus flavus. …”
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