PCA-FSA-MLR Model and Its Application in Runoff Forecast by GUO Cunwen, CUI Dongwen

“…To improve the accuracy of runoff forecast,and establish a runoff forecast model combining principal component analysis (PCA),future search algorithm (FSA),and multiple linear regression (MLR),this paper reduces the dimensionality of the sample data by PCA,selects 8 standard test functions and simulates and verifies FSA under different dimensional conditions,optimizes MLR constant terms and partial regression coefficients by FSA,proposes a PCA-FSA-MLR runoff forecast model,constructs PCA-LS-MLR,PCA-FSA-SVM,and PCA-SVM models with dimensionality reduction processing by PCA and FSA-MLR,LS-MLR,FSA-SVM,and SVM without dimensionality reduction processing as a comparison model,and verifies each model through forecasting the annual runoff and monthly runoff in December of Longtan station in Yunnan Province.The results show that:①FSA has better optimization accuracy and global extremum search ability under different dimensional conditions;②The average absolute relative error of the annual runoff and monthly runoff in December of Longtan station through PCA-FSA-MLR model are 1.63% and 3.91% respectively,and its forecast accuracy is better than the other 7 models,with higher forecast accuracy and stronger generalization ability;③For the same model,the forecast accuracy after dimensionality reduction processing by PCA is better than that without dimensionality reduction processing,so the data dimensionality reduction by PCA is helpful to improve the forecast accuracy of models.…”
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Impact of the aging population on health system efficiency in combating COVID-19 of Indian states by Shrabanti Maity, Nandini Ghosh, Ummey Rummana Barlaskar

“…Healthcare resources and personnel greatly influence the recovery of patients with coronavirus. The calculated coefficients of the inefficiency model show that a state with a larger share of older adult residents is less efficient in managing the coronavirus. …”
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Open Innovation the Impact of Social Capital on Tourism Growth Through the Mediating Role of Open Innovation (Case study: The municipality of Khomam County) by Seyed Hamed Hashemi, Hossein Poorghasem

“…An organization has the ability to extract and exploit its human capital reserves (Abbas et al, 2022). …”
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Influence of Body Composition and Muscle Power Performance on Multiple Frequency Speed of Kick Test in Taekwondo Athletes by Gennaro Apollaro, Marco Panascì, Ibrahim Ouergui, Coral Falcó, Emerson Franchini, Piero Ruggeri, Emanuela Faelli

“…The Multiple Frequency Speed of Kick Test (FSKT_mult) is used to investigate which characteristics are necessary for, contribute to, or limit the ability to repeat high-intensity intermittent efforts in taekwondo. …”
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Investigating the relationship between human capital and innovation with the mediating role of knowledge sharing and social media networking in iranian creative companies by Hashem Atapour, Afshin Hamdipour, Sahar Safipour

“…Human capital's impact on innovation, through the mediating role of knowledge sharing, showed a path coefficient of 0.169. Similarly, social media networking as a mediator reflected a path coefficient of 0.180.According to the results, Human capital had both a direct and indirect effect (through the mediating variables of knowledge sharing and social media networking) on innovation. …”
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A comprehensive machine learning-based models for predicting mixture toxicity of azole fungicides toward algae (Auxenochlorella pyrenoidosa) by Li-Tang Qin, Xue-Fang Tian, Jun-Yao Zhang, Yan-Peng Liang, Hong-Hu Zeng, Ling-Yun Mo

“…Additionally, it showed strong predictive abilities when tested with external data, achieving an external R2 value of 0.945 and a Concordance Correlation Coefficient of 0.967. …”
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Performance and mechanism of waste engine oil in the regeneration of aged asphalt from different perspectives. by Yi Wang, Jin Wang, Wei Cui, Hongwei Wang, Fan Zhang, Fayong Yang

“…Molecular simulations revealed that the diffusion ability of light components in aged asphalt was weakened, while the Ar and S diffusion coefficients increased by 861.4% and 108%, respectively, indicating that the diffusion ability of these components was notably improved. …”
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Identifying the Dimensions and Components of Virtual Arabic Language Education in Iraq by Abbas Taher Allavi Gharabat, Nasrolah Ghashghaeizadeh, Jalal Shanta Jabir, Faranak mosavi

“…The research collection tool is semi-structured interviews with experts and scholars, whose validity was confirmed by the triangulation method and its reliability was calculated by the agreement coefficient between the two coding methods as 0.81. …”
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Research on Differential Brain Networks before and after WM Training under Different Frequency Band Oscillations by Yin Tian, Huishu Zhou, Huiling Zhang, Tianhao Li

“…The results showed that after WM training, the subjects’ WM networks had higher clustering coefficients and shorter optimal path lengths than before training during the retention period. …”
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Dual Effects of Hypoxia-Inducible Factors-1 Alpha in Bleomycin-Induced Pulmonary Fibrosis Treated by Human Umbilical Cord Mesenchymal Stem Cells by Hongpeng Zhang, Hao Wang, Yong Xia, Nianmin Qi

“…We calculated the survival time of mice, the lung coefficients, contents of hydroxyproline, and pathological scores. …”
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Convolutional Neural Networks to Facilitate the Continuous Recognition of Arabic Speech with Independent Speakers by Sally A. Sayed, Rania Ahmed Abdel Azeem Abul Seoud, Howida Y. Abdel Naby

“…Automatic speech recognition (ASR) is a field of research that focuses on the ability of computers to process and interpret speech feedback from humans and to provide the highest degree of accuracy in recognition. …”
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APPLICABILITY INVESTIGATION OF HYPERELASTIC CONSTITUTIVE MODELS FOR VIBRATION ISOLATION RUBBER MATERIAL by XU YuGen, LIU LinLin, SHEN ShuangQuan, ZHU Hao

“…Three error evaluation indexes and a fitting goodness coefficient R were proposed to evaluate the fitting accuracy of each constitutive model. …”
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The effect of the Super Set muscle endurance exercises in some physical abilitiesand the achievement of 800 meters advanced by أ. ابتسام حيدر أ. د. أسراء فؤاد أ. د. سهاد قاسم

“…Some statistical treatments were used for this purpose (the arithmetic mean) , The mean deviation, the torsion coefficient, the median, and the T test). The results of the study showed that there were significant differences between some variables such as bearing speed, carrying speed, strength and achievement level in the sample of experimental group members. …”
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Chaotic sequences based watermarking wireless physical layer security authentication algorithm by CHEN Songlin

“…Relying on specific cryptographic algorithms alone in the tradition was difficult to cope with password cracking abilities of high-intensity and high-computility. Meanwhile, a secure mechanism for covert communication was urgently needed. …”
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Study of The Relationship Between Students' Belief and Attitude Toward Physics and GPA by Tsania Nur Diyana, Irvany Nurita Pebriana

“…Meanwhile, it is known that success in studying physics is not only influenced by cognitive abilities but also related to other things including students' beliefs and attitudes toward physics. …”
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Guiding Principles for Geochemical/Thermodynamic Model Development and Validation in Nuclear Waste Disposal: A Close Examination of Recent Thermodynamic Models for H⁺—Nd... by Yongliang Xiong, Yifeng Wang

“…All three models are checked for their ability to predict pH conditions in Nd(NO₃)₃ electrolyte solutions. …”
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Automatic delineation of cervical cancer target volumes in small samples based on multi-decoder and semi-supervised learning and clinical application by Haibo Peng, Tao Liu, Pengcheng Li, Fang Yang, Xing Luo, Xiaoqing Sun, Dong Gao, Fengyu Lin, Lecheng Jia, Ningyue Xu, Huigang Tan, Xi Wang, Tao Ren

“…The dice similarity coefficient (DSC), 95% Hausdorff distance (HD95) and average surface distance (ASD) were used to evaluate the segmentation performance. …”
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Natural Resource Abundance, Financial Development and Economic Growth (An Iranian Experience) by majid aghaei

“…The negative and significant coefficient of the interaction variable between financial development and  natural resource abundance suggests a negative effect of oil revenues on the relationship between financial development and productivity in Iran. …”
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脑血管病学科带头人评价指标体系构建研究（Research on the Construction of an Evaluation Index System for Academic Leaders in Cerebrovascular Disease） by 吕寿祝（LYU Shouzhu ）

“…The Kendall’s concordance coefficients for the first, second, and third-level indicators were 0.482 (P<0.001), 0.372 (P<0.001), and 0.498 (P<0.001), respectively. …”
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EfficientNetB0-Based End-to-End Diagnostic System for Diabetic Retinopathy Grading and Macular Edema Detection by Long X, Gan F, Fan H, Qin W, Li X, Ma R, Wang L, Hu R, Xie Y, Chen L, Cao J, Shao Y, Liu K, You Z

“…Model performance was evaluated using multiple classification metrics, including accuracy, AUC, precision, recall, F1-score, and Cohen’s kappa coefficient.Results: In the first stage, the model achieved an accuracy of 0.7036 and an AUC of 0.9062 on the test set, demonstrating high accuracy and discriminative ability. …”
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