Dual-Path Interactive U-Net for Unsupervised Hyperspectral Image Super-Resolution by Wenchen Deng, Jianjun Liu, Jinlong Yang, Zebin Wu, Liang Xiao

“…Thorough evaluations conducted using four publicly available datasets, along with one real-world dataset, and under various noise conditions confirm the validity of our proposed model.…”
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Global trends in thermal burn burden, 1990–2021: a comprehensive analysis for the global burden of disease study 2021 by Yuke Zhang, Qingsong Chen, Ru Wang, Linfen Guo, Peiyu Li, Ke Deng, Haitao Xiao, Xuewen Xu

“…Decomposition analysis was performed to quantify the relative contributions of epidemiological changes, age structure shifts, and population growth to the thermal burn burden. …”
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Comparative analysis of trends in the burden of motor neuron disease in China, the United States, and globally from 1990 to 2021: projections for 2022–2041 by Bo Peng, Yuluo Tu, Cheng Zhou, Gui Xie, Jia Xiong, Kai Huang, Suifa Hu

“…., and Globally from 1990 to 2021, covering trends in incidence, prevalence, mortality, Disability-Adjusted Life Years (DALYs), age-standardized incidence rate (ASIR), age-standardized prevalence rate (ASPR), age-standardized mortality rate (ASMR), and age-standardized DALYs rate (ASDR), and predicts changes for 2022–2041.MethodsUsing Global Burden of Disease (GBD) data, Joinpoint regression analysis identified key turning points, and decomposition analysis quantified the contributions of aging, population growth, and epidemiological factors. …”
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Global, regional, and national burden of epilepsy, 1990–2021: a systematic analysis for the Global Burden of Disease Study in 2021 by Tianqi Sun, Tianfu Yu, Pengcheng Liu

“…Furthermore, through decomposition analysis, we determined which factors significantly influence the change in incidence and DALYs and the extent of their contribution. …”
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Global, regional, and national trends in gastric cancer burden: 1990-2021 and projections to 2040 by Tao Zhang, Yiqun Zhang, Yiqun Zhang, Yiqun Zhang, Xiaofei Leng

“…Subsequently, the percentage change and average annual percent change (AAPC) of GC were calculated to understand the trends in disease burden. Decomposition analysis and frontier analysis were then performed. …”
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Exploring the association between socioeconomic inequalities in chronic respiratory disease and all-cause mortality in China: findings from the China Health and Retirement Longitud... by Zhuo Zhang, Guoshuai Shi, Faguang Jin, Yan Zhang

“…The concentration index was employed to measure socioeconomic-related inequality in CRD, and the concentration index decomposition method was used to describe its influencing factors. …”
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Global, regional, and national burden of congenital anomalies of the kidney and urinary tract from 1990 to 2021, with projections to 2036: a systematic analysis of the global burde... by Ting Chen, Jia Wei, Qiang Shu, Xiang Yan

“…The Bayesian age–period–cohort model was utilized to predict the CAKUT burden through 2036. …”
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Burden and projections of malignant neoplasm of bone and articular cartilage in China: an analysis for the global burden of disease study 2021 by Weiqiang Zeng, Wenlong Yang, Ge Yu, Pan Shen, Zhijun Zheng, Fengyun Yang

“…Additionally, we conducted BPAC model to project future trends to 2036. Spearman correlation assessed associations between the burden of MNBAC and the socio-demographic Index (SDI). …”
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Trends in the global burden of aortic valve calcification disease in the working-age population from 1992 to 2021 by Songzhe Wu, Weiguang Yang, Yixin Li, Tao Wei, Yaodong Sun, Lin Xia, Yan Zhu, Naishi Wu

“…The results of multiple analysis models (including age-period-cohort model, decomposition analysis and frontier analysis) of the working-age population showed that the prevalence of CAVD peaked at the age of 64, and the prevalence of CAVD was significantly higher in males than in females. …”
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Collaborative filtering based on GNN with attribute fusion and broad attention by MingXue Liu, Min Wang, Baolei Li, Qi Zhong

“…In recent years, graph neural networks (GNN) based CF models have effectively addressed the limitations of nonlinearity and higher-order feature interactions in traditional recommendation methods, such as matrix decomposition-based methods and factorization machine approaches, achieving excellent recommendation performance. …”
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Research on Soil Pore Segmentation of CT Images Based on MMLFR-UNet Hybrid Network by Changfeng Qin, Jie Zhang, Yu Duan, Chenyang Li, Shanzhi Dong, Feng Mu, Chengquan Chi, Ying Han

“…This paper proposes a hybrid model combining a Multi-Modal Low-Frequency Reconstruction algorithm (MMLFR) and UNet (MMLFR-UNet). …”
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Roadside LiDAR Vehicle Detection and Tracking Using Range and Intensity Background Subtraction by Tianya Zhang, Peter J. Jin

“…Then, the dynamic mode decomposition method is applied to decompose the LiDAR data into low-rank backgrounds and sparse foregrounds based on intensity channel pattern recognition. …”
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Kinetics of solid-state oxidation of iron, copper and zinc sulfide mixture by Alexander M. Klyushnikov, Sergey M. Pikalov, Roza I. Gulyaeva

“…Using the high-temperature X-ray powder diffraction, thermogravimetry and differential scanning calorimetry, it was found that the process can be represented by five exothermic elementary reactions, corresponding to intensive burning of iron, copper and zinc sulfides, and two endothermic ones, associated with decomposition of copper and iron sulfates. Kinetic analysis is performed by Kissinger and Augis–Bennett methods, the model-free function mechanism was determined from y(α) master plots and iterative optimization of the kinetic parameters. …”
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Accurate piezoelectric tensor prediction with equivariant attention tensor graph neural network by Luqi Dong, Xuanlin Zhang, Ziduo Yang, Lei Shen, Yunhao Lu

“…Our results further demonstrate that this model performs well in both bulk and two-dimensional materials. …”
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Identification of Microseismic Signals Based on Multiscale Singular Spectrum Entropy by Xingli Zhang, Zhenhua Zhao, Ruisheng Jia, Lianyue Cao

“…A microseismic signal identification method which combines variational mode decomposition (VMD) and multiscale singular spectrum entropy was proposed in this paper. …”
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Wavelet Packet Transform based Speech Enhancement via Two-Dimensional SPP Estimator with Generalized Gamma Priors by Pengfei SUN, Jun QIN

“…Although various speech enhancement techniques have been developed for different applications, existing methods are limited in noisy environments with high ambient noise levels. …”
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Dynamic Synergy Network Analysis Reveals Stage-Specific Regional Dysfunction in Alzheimer’s Disease by Xiaoyan Zhang, Chao Han, Jingbo Xia, Lingli Deng, Jiyang Dong

“…<b>Method:</b> This study pioneered the application of an Integrated Information Decomposition (ΦID) framework in AD brain network analysis, constructing single-sample network models based on ΦID-derived synergy metrics to systematically compare their differences with mutual information-based methods in pathological sensitivity, computational robustness, and network representation capability, while detecting brain regions with declining dynamic synergy during AD progression through intergroup <i>t</i>-tests. …”
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Unified Dynamic Dictionary and Projection Optimization With Full-Rank Representation for Hyperspectral Anomaly Detection by Hongran Li, Chao Wei, Yizhou Yang, Zhaoman Zhong, Ming Xu, Dongqing Yuan

“…Traditional reconstruction based methods model the background using a predefined static background dictionary and low-rank representation coefficients. …”
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Global, regional and national burden of traumatic amputations from 1990 to 2021: a systematic analysis of the Global Burden of Disease study 2021 by Baixing Wei, Jie Zhang, Yuanpei Cheng, Han Wu

“…In-depth analyses and projections were performed using Age-Period-Cohort (APC) model analysis, decomposition analysis, and Autoregressive Integrated Moving Average (ARIMA) models.ResultThere was an increase in the number of traumatic amputations globally in 2021 compared to 1990. …”
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Analytical Expressions for Steady-State Concentrations of Substrate and Oxidized and Reduced Mediator in an Amperometric Biosensor by Loghambal Shunmugham, L. Rajendran

“…The analytical expressions pertaining to the concentration of species and normalized current are obtained using the Adomian decomposition method (ADM). Simple and approximate polynomial expressions of concentrations of an oxidized mediator, substrate, and reduced mediator are derived for all possible values of parameters ϕO2 (Thiele modulus), BO (normalized surface concentration of oxidized mediator), and BS (normalized surface concentration of substrate). …”
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