ZenLDA: Large-Scale Topic Model Training on Distributed Data-Parallel Platform by Bo Zhao, Hucheng Zhou, Guoqiang Li, Yihua Huang

“…On top of MCCB, the ZenLDA formula decomposition achieved the fastest speed among other well-known inference methods. …”
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Research on Hydrological Element Analysis and Runoff Prediction in the Jinsha River Basin Based on the VIC Model by LIU Hongcai, ZHANG Huilan, SUN Jianing, PANG Jianzhuang, AN Ni

“…[Results] (1) The historical runoff simulation indicates that the Nash efficiency coefficient between the simulated and observed values exceeds 0.6, and the absolute value of BIAS is controlled within 0.15, demonstrating that the VIC model is suitable for simulating the hydrological process in the Jinsha River Basin. (2) The hydrological process components simulated by the VIC model show that precipitation increases from the upstream to the downstream regions, evapotranspiration is higher in the middle and lower reaches, and the multi-year average values of surface runoff and base flow increase from the upstream to the downstream regions with significant differences, further validating the model's applicability. (3) A comparison of single-model and MMEA simulation results using the EEMD-based (Ensemble Empirical Mode Decomposition) statistical downscaling method reveals that the MMEA matches the observed data the best. …”
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Text classification using SVD, BERT, and GRU optimized by improved Seagull optimization (ISO) algorithm by Yuanyuan Chen, Nan Sun, Yuanbang Li, Rong Peng, Abbas Habibi

“…Over time, techniques for text classification have progressed from rule-based methods to more advanced deep learning and machine learning approaches. …”
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Theoretical insights into adsorption of CO with noble metal single atoms on flat and stepped MgO surfaces by Xiaoyi Meng, Haixiong Shi, Zhibin Lu

“…Insights gained from the Integrated Crystal Orbital Hamilton Population (ICOHP), orbital interactions, and energy decomposition methods underscore the fundamental nature of adsorption actions, showing how surface structure affects adsorption efficiency. …”
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Performance and Applications of Graphene/Polymer Composites by Wang Qianyu

“…Traditional polymer materials tend to have low decomposition temperatures and poor thermal stability. …”
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A high-resolution multi-scale industrial water use dataset in China by Meng Li, Yuan Tong, Junming Zhu, Shuntian Xu

“…Such data enables further macro- and micro-level analysis, including multi-regional input-output analysis, structural decomposition analysis, statistical analysis, machine learning, as well as many other advanced analytical methods. …”
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A Review on Path Planning and Obstacle Avoidance Algorithms for Autonomous Mobile Robots by Anis Naema Atiyah Rafai, Noraziah Adzhar, Nor Izzati Jaini

“…As a result, many methods have been established worldwide for the path planning strategy for mobile robots. …”
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ML-ROM wall shear stress prediction in patient-specific vascular pathologies under a limited clinical training data regime. by Chotirawee Chatpattanasiri, Federica Ninno, Catriona Stokes, Alan Dardik, David Strosberg, Edouard Aboian, Hendrik von Tengg-Kobligk, Vanessa Díaz-Zuccarini, Stavroula Balabani

“…High-fidelity numerical simulations such as Computational Fluid Dynamics (CFD) have been proven effective in analysing haemodynamics, offering insight into many vascular conditions. However, these methods often face challenges of high computational cost and long processing times. …”
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Analysis of Failures and Influence Factors of Critical Infrastructures: A Case of Metro by Yongliang Deng, Liangliang Song, Jianliang Zhou, Na Xu, Guodong Ni, Linxiu Wang

“…In consideration of the seriousness of metro accident, it is becoming more and more crucial to conduct proactive, targeted, and effective risk management to reduce failures. …”
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Peramalan Beban Jangka Panjang pada Gardu Induk Bangil dengan Metode Generalized Regression Neural Network by Ali Rizal Chaidir

“…This approach aimed to approximate the monthly peak load more accurately, incorporating both energy demand trends and economic indicators. …”
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Preparation and Property of Carbon Nanofibers-reinforced Sm2O3-added Epoxy Resin Neutron Shielding Material by ZHAI Yutao1, WANG Hongqing1, 2, HUANG Qunying1

“…When the CNFs contents are 0.1%-0.3%, CNFs can form a more effective heat transfer structure in the resin matrix to conduct heat in time, which is beneficial to avoid the composite decomposition caused by local heat accumulation, and increase the thermal conductivity and thermal stability of the composite. …”
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Assessing the impact of macroeconomic variables on environmental quality in the MENA using logarithmic mean divisia and co-integration panel by Ali Afzali, Vahid Majed

“…In the first step, the share of each macroeconomic variables was investigated by using the Logarithmic Mean Divisia Index, Which is considered one of the most widely used decomposition techniques in the short term. To long-term analysis, After determining the input values related to MENA region, The panel data method was used that indicate the presence of co-integration in the model, Co-integration concept is reminiscent of a long-run equilibrium relationship between economic systems move over time towards it (Noferesti, 1999). …”
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Bibliometrix research of noise removal techniques in digital images for defense by Fulkan Kafilah Al Husein, Muhammad Yusuf Al Habsy, Damaris Nugrahita Christi, Agnes Emanuela Hutagaol, Ahmad Kadri bin Junoh

“…The review focuses on both linear and non-linear methods, including matrix decomposition, hybrid deep learning, Generative Adversarial Networks (GANs), and trimming filters. …”
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Disentangled diffusion dodels for probabilistic spatio-temporal traffic forecasting by Wenyu Zhang, Kaidong Zheng

“…However, existing traffic prediction methods face significant challenges in addressing the inherent uncertainty present in traffic data. …”
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Global, regional, and national differences in the burden of refraction disorders among children, adolescents, and older adults: current trends and future projections by Qiheng Yuan, Longji Wang, Bianjin Sun, Siwen Chen, Yutong Kang, Yongliang Lou, Meiqin Zheng

“…Health inequalities became more evident in children and adolescents, while slightly lessened in the elderly. …”
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Global, Regional, and National Burden of Ischemic Heart Disease Attributable to 25 Risk Factors and Their Summary Exposure Value Across 204 Countries With Different Socio-Demograph... by Tan J, Xue M, Li H, Liu Y, He Y, Liu J, Liu J, Tang L, Lin J

“…Juntao Tan,1 Min Xue,2 Huanyin Li,3 Yang Liu,3 Yuxin He,4 Jing Liu,5 Jie Liu,1 Luojia Tang,6 Jixian Lin3 1College of Medical Informatics, Chongqing Medical University, Chongqing, 400016, People’s Republic of China; 2Department of Respiratory, Minhang Hospital, Fudan University, Shanghai, 201101, People’s Republic of China; 3Department of Neurology, Minhang Hospital, Fudan University, Shanghai, 201101, People’s Republic of China; 4Department of Medical Administration, Affiliated Banan Hospital of Chongqing Medical University, Chongqing, 401320, People’s Republic of China; 5Department of Nursing, Minhang Hospital, Fudan University, Shanghai, 201101, People’s Republic of China; 6Emergency Department of Zhongshan Hospital, Fudan University, Shanghai, 200032, People’s Republic of ChinaCorrespondence: Jixian Lin, Department of Neurology, Minhang Hospital, Fudan University, Shanghai, 201101, People’s Republic of China, Email linjixian@fudan.edu.cn Luojia Tang, Emergency Department of Zhongshan Hospital, Fudan University, Shanghai, 200032, People’s Republic of China, Email tang.luojia@zs-hospital.sh.cnBackground: A systematic relational assessment of the global, regional, and national Ischemic heart disease (IHD) burden and its attributable risk factors is essential for developing more targeted prevention and intervention strategies.Methods: The GBD 2021 comparative risk assessment framework was employed to evaluate stroke burden attributable to environmental, behavioral, metabolic, and dietary risk factors, and a total of 25 risk factors were included. …”
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Trends and inequality of human resource in centers for disease control and prevention in China from 2019 to 2023 by Na Zhang, Qiong Wu, Shaoqiong Li, Chongyi Wang, Ayan Mao, Qing Guo, Wuqi Qiu

“…This study aims to assess the quantity and equity of the human resources in China’s CDCs since the outbreak of COVID-19, with the goal of promoting a more equitable distribution of the CDC workforce and enhancing the capacity to respond effectively to major public health emergencies.MethodsUsing nationwide administrative data from China CDC (2019–2023), we conducted a two-stage analysis: First, we conducted a descriptive analysis of the current status and trends of the CDC workforce. …”
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Obtaining Mode Shapes through the Karhunen-Loève Expansion for Distributed-Parameter Linear Systems by Claudio Wolter, Marcelo A. Trindade, Rubens Sampaio

“…The purpose of this paper is to extend this investigation to more complex distributed-parameter linear systems. …”
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Accelerated Tensor Robust Principal Component Analysis via Factorized Tensor Norm Minimization by Geunseop Lee

“…However, many of these approaches suffer from computational inefficiency primarily due to the repeated use of tensor singular value decomposition in each iteration. To address this issue, we propose a novel TRPCA algorithm that introduces a new convex relaxation for the tensor norm and computes low-rank approximation more efficiently. …”
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Financial sector regulation on the agenda of economic Policy reforms by K. V. Krinichansky, B. B. Rubtsov

“…The aim of the research is to identify trends that set the agenda of the structural reforms of OECD countries, as well as of the organization’s partner countries, in the context of the place of financial sector reforms in it.The authors apply the following methods: content-analysis of sources, monitoring of directions and instruments of economic policy in the financial sector, analysis of approaches used by international organizations in order to determine reform priorities (benchmarking), and decomposition of the components of the financial sector reform agenda. …”
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