A Flexible Constrained ICA Approach for Multisubject fMRI Analysis by Hanlu Yang, Trung Vu, Ehsan Ahmed Dhrubo, Vince D. Calhoun, Tülay Adali

“…Large-scale analysis of functional connectivity within intrinsic brain networks using functional magnetic resonance imaging (fMRI) data has been widely used for identifying biomarkers in various psychiatric disorders. …”
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cytoNet: Spatiotemporal network analysis of cell communities. by Arun S Mahadevan, Byron L Long, Chenyue W Hu, David T Ryan, Nicolas E Grandel, George L Britton, Marisol Bustos, Maria A Gonzalez Porras, Katerina Stojkova, Andrew Ligeralde, Hyeonwi Son, John Shannonhouse, Jacob T Robinson, Aryeh Warmflash, Eric M Brey, Yu Shin Kim, Amina A Qutub

“…The versatile, cloud-based format of cytoNet makes the image analysis framework accessible to researchers across domains.…”
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Sustainable Deforestation Evaluation Model and System Dynamics Analysis by Huirong Feng, C. W. Lim, Liqun Chen, Xinnian Zhou, Chengjun Zhou, Yi Lin

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Advertising in the marketing communications system: analysis and directions of improvement by Alevtina Pakulina, Vitalii Blahoi

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Analysis of biofilm assembly by large area automated AFM by Ruben Millan-Solsona, Spenser R. Brown, Lance Zhang, Sita Sirisha Madugula, HuanHuan Zhao, Blythe Dumerer, Amber N. Bible, Nickolay V. Lavrik, Rama K. Vasudevan, Arpan Biswas, Jennifer L. Morrell-Falvey, Scott Retterer, Martí Checa, Liam Collins

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A Highly Robust Encoder–Decoder Network with Multi-Scale Feature Enhancement and Attention Gate for the Reduction of Mixed Gaussian and Salt-and-Pepper Noise in Digital Images by Milan Tripathi, Waree Kongprawechnon, Toshiaki Kondo

“…Statistical analysis further highlights the model’s ability to effectively remove noise in diverse, complex scenarios with images of varying resolutions across multiple domains.…”
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A unified multimodal learning method for urban functional zone identification by fusing inner-street visual–textual information from street-view and satellite images by Jiajun Chen, Runyu Fan, Hongyang Niu, Zijian Xu, Jining Yan, Weijing Song, Ruyi Feng

“…UFZ mapping is to analyze the geographic information data of urban space, combine remote sensing images (RSI), point of interest (POI) data and other data sources, and use advanced spatial analysis technology to divide and visualize the UFZ. …”
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Artificial neural networks in cardiology: analysis of graphic data by P. S. Onishchenko, K. Yu. Klyshnikov, E. A. Ovcharenko

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Analysis on the Impact of Data Augmentation on Target Recognition for UAV-Based Transmission Line Inspection by Chunhe Song, Wenxiang Xu, Zhongfeng Wang, Shimao Yu, Peng Zeng, Zhaojie Ju

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Business diplomacy influence on multinational corporations’ foreign economic activity processes by V. I. Ivanova, I. S. Presnova

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Ensemble Deep Learning Models for Enhanced Brain Tumor Classification by Leveraging ResNet50 and EfficientNet-B7 on High-Resolution MRI Images by Retinderdeep Singh, Sheifali Gupta, Salil Bharany, Ahmad Almogren, Ayman Altameem, Ateeq Ur Rehman

“…This paper focuses on the major contribution modern deep learning approaches provide to improve diagnostic results and offers sharp analysis on the development of artificial intelligence-driven medical imaging.…”
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Logging Evaluation of Mixed-sediments Reservoirs of the Lower Cambrian Canglangpu Formation in Penglai Gas Area, Central Sichuan Basin by WANG Haiqing, WANG Zeyu, LAI Qiang, LI Shurong, WU Yuyu, ZHANG Mingyong, WANG Yaqing

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Biomedical Data Analysis Systems for the Diagnosis of Skin Neoplasms by O. O. Myakinin

“…The effectiveness of the diagnosis of malignant neoplasms of the skin remains unsatisfactory due to the complex process of interpretation of clinical features. …”
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VMMT-Net: A Dual-Branch Parallel Network Combining Visual State Space Model and Mix Transformer for Land–Sea Segmentation of Remote Sensing Images by Jiawei Wu, Zijian Liu, Zhipeng Zhu, Chunhui Song, Xinghui Wu, Haihua Xing

“…Land–sea segmentation is a fundamental task in remote sensing image analysis, and plays a vital role in dynamic coastline monitoring. …”
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Design and analysis of quantum machine learning: a survey by Linshu Chen, Tao Li, Yuxiang Chen, Xiaoyan Chen, Marcin Wozniak, Neal Xiong, Wei Liang

“…Secondly, we in-depth discuss 5 quantum machine learning algorithms of quantum support vector machine, quantum neural network, quantum k-nearest neighbour, quantum principal component analysis and quantum k-Means algorithm. Thirdly, we conduct discussions on the applications of quantum machine learning in image recognition, drug efficacy prediction and cybersecurity. …”
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Algorithms Facilitating the Observation of Urban Residential Vacancy Rates: Technologies, Challenges and Breakthroughs by Binglin Liu, Weijia Zeng, Weijiang Liu, Yi Peng, Nini Yao

“…These factors are intertwined, increasing the complexity of data and the difficulty of analysis. In view of the diversity of data sources, we discuss multi-source data fusion technology, which aims to integrate different data sources to improve the accuracy of vacancy rate observation. …”
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Role of hole depth on mechanical behavior and acoustic emission characteristics of pre-drilled sandstone by Jiahan Liu, Ruide Lei, Ruide Lei

“…The fracture mode transits from simple unilateral spalling to a complex fracture mode characterized by multiple fractures and spalling. …”
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Description of the Don Kalmyks by the First Don Cossack Authors: аn Experiment in Critical Characterization by Artem Yu. Peretyatko

“…The presented article is devoted to the complex reconstruction of the syncretic image of the Don Kalmyks formed in the synchronous narratives of Cossack historians and publicists. …”
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Zero-shot classification with multi-model information interaction and its application in Mars exploration scenarios by TAN Xiaomeng, XI Bobo, XUE Changbin, LI Yunsong

“…To address the issue that traditional Mars image classification methods based on images do not perform well in the face of the complex and unknown environment of Mars and the frequent occurrence of unseen categories, a zero-shot classification algorithm of multi-modal information interaction was studied and the migration and optimization of the algorithm to the field of deep space exploration was explored. …”
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Brain Connectivity and Network Analysis in Amyotrophic Lateral Sclerosis by Vijay Renga

“…In addition, network analysis using graph measures provides a novel way of understanding the complex network changes occurring in the brain. …”
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