Current Situation and Developing Trend of Fatigue Life Prediction of Components based on Data-driven by Xiuhua Zhang, Huaiju Liu, Caichao Zhu, Peitang Wei, Shaojie Wu

“…The application of these methods in the life prediction of components is introduced，including neural network，support vector machine，random forest and deep learning，and the characteristics of each method are summarized，and the developing trend of the life prediction method of components based on data-driven is discussed. …”
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Path Planning of Manipulators with the Improved RRT Algorithm in Complex Environment by Zhou Qinyuan, Zhang Lei, Deng Yueping, Zhang Chen, Lu Rirong, Hu Xianzhe

“…Aiming at the problems of the standard rapidly exploring random tree (RRT) algorithm in a complex environment, such as blind expansion, falling into local search, easy planning failure, low sampling success rate, and long paths, an adaptive goal-oriented strategy combined with an alternative strategy for regional sampling and an improved RRT algorithm of the greedy pruning strategy was proposed. …”
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Survey on Effect of Biology Teacher's Variables (Factors) on Academic Performance of Senior Secondary Schools Students in Sokoto Metropolis, Nigeria by Yusuf Sarkingobir, Nafisa Abdulrahman Ashafa, Maida Saidu Nahantsi, Abubakar Muazu, Sa’adu Abubakar, Sagir Shehu Aliyu

“…Using a random sampling technique, two structural questionnaires were used as the instruments for data collection. …”
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Multiwavelength Emission of Gamma-Ray Burst Prompt Phase. II. Spectral Polarimetry by Jia-Sheng Li, Mi-Xiang Lan

“…Second, the variations of both the time-integrated and the time-resolved polarization angles (PAs) with frequency of the magnetic reconnection model are not random, while the time-integrated PA varies randomly with frequency for the photosphere model. …”
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Multifeature Contrast Enhancement Algorithm for Digital Media Images Based on the Diffusion Equation by Jijun Wang, Yi Yuan, Guoxiang Li

“…In this paper, the proposed algorithm experiments with several sets of Kor Kor resolution remote sensing images, respectively, and the Markov random field model and fully convolutional network (FCN) algorithm are used as the comparison algorithm. …”
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Evaluating managerial competence of small, medium and micro-entrepreneurs to ensure sustainable economic development in eThekwini municipal area by Sijuwade Adedayo Ogunsola, Nobubele Potwana, Felix Chikosha

“…Data was gathered from a diverse set of SMMEs in the eThekwini Municipal Area using a simple random sampling method, with 229 entrepreneurs participating. …”
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Photovoltaic High-Frequency Pulse Charger for Lead-Acid Battery under Maximum Power Point Tracking by Hung-I. Hsieh, Sheng-Fang Shih, Jen-Hao Hsieh, Chi-Hao Wang

“…A duty control, guided by a power-increment-aided incremental-conductance MPPT (PI-INC MPPT), is implemented to the BCC that operates at maximum power point (MPP) against the random insolation. A 250 W PV-PC system for charging a four-in-series LAB (48 Vdc) is examined. …”
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Deep and Machine Learning for Acute Lymphoblastic Leukemia Diagnosis: A Comprehensive Review by Mohammad Faiz, Bakkanarappa Gari Mounika, Mohd Akbar, Swapnita Srivastava

“…This analysis covers both machine learning models (ML), such as support vector machine (SVM) & random forest (RF), as well as deep learning algorithms (DL), including convolution neural network (CNN), AlexNet, ResNet50, ShuffleNet, MobileNet, RNN. …”
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Uncover the Underlying Mechanism of Drug-Induced Myopathy by Using Systems Biology Approaches by Dong Li, Aixin Li, Hairui Zhou, Xi Wang, Peng Li, Sheng Bi, Yang Teng

“…Specifically, the similarity of DIM drugs is more significant than random chance, which shows that the chemical structure could distinguish the DIM-positive drugs from negatives. …”
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Optoelectronic array of photodiodes integrated with RRAMs for energy-efficient in-sensor computing by Wen Pan, Lai Wang, Jianshi Tang, Heyi Huang, Zhibiao Hao, Changzheng Sun, Bing Xiong, Jian Wang, Yanjun Han, Hongtao Li, Lin Gan, Yi Luo

“…Here, we report an optoelectronic array for in-sensor computing by integrating photodiodes (PDs) with resistive random-access memories (RRAMs). The PD-RRAM unit cell exhibits reconfigurable optoelectronic output and photo-responsivity by programming RRAMs into different resistance states. …”
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Selective Screening Strategies for Gestational Diabetes: A Prospective Cohort Observational Study by Sumaiya Adam, Paul Rheeder

“…At recruitment, participants completed a questionnaire and random basal glucose and HbA1c were evaluated. A 75 g 2-hour OGTT was scheduled between 24–28 weeks gestation, as per FIGO guidelines. …”
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Prevalence of Gestational Diabetes Mellitus in Eastern and Southeastern Asia: A Systematic Review and Meta-Analysis by Cong Luat Nguyen, Ngoc Minh Pham, Colin W. Binns, Dat Van Duong, Andy H. Lee

“…The quality of included studies was evaluated using the guidelines of the National Health and Medical Research Council, Australia. Fixed effects and random effects models were used to estimate the summary prevalence of GDM and the corresponding 95% confidence intervals (CI). …”
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The practice of quality assurance in the TVET system of the state of Amhara as perceived by major stakeholders by Melaku Mengistu Gebremeskel

“…Quantitative data were collected through questionnaires from students and teachers (809 in sum) who were drawn through stratified and simple random sampling techniques from six TVET colleges. …”
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Improving Model Performance for Predicting Exfiltration Attacks Through Resampling Strategies by Arif Rahman Hakim, Kalamullah Ramli, Muhammad Salman, Esti Rahmawati Agustina

“…Furthermore, we evaluate model performance across five classifiers: Logistic Regression, Naïve Bayes, Support Vector Machine, Random Forest, and XGBoost. Findings reveal that SMOTEENN consistently enhances performance metrics (accuracy, precision, recall, F1-score, and geometric mean) on an average of 99% across most classifiers, establishing itself as the most adaptable variant for handling imbalance. …”
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A synthesis method for zero-sum mean-payoff asynchronous probabilistic games by Wei Zhao, Wanwei Liu, Zhiming Liu, Tiexin Wang

“…Next, two symbolic algorithms running in polynomial time are proposed to calculate the expected mean payoffs, and both algorithms adopt uniform random strategies. Combining the probability of system winning, the expected mean payoffs of the system when it has the probability of winning is calculated. …”
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The Determinants of Stock Market Performance Among Registered Companies in Tanzania: A Case of Dar Es Salaam Stock Exchange by Victor Mvanda, Pastory Dickson, Albinus Majula

“…Findings indicated that sales growth had a statistically significant negative impact on the firm’s performance by 0.01 according to the pooled GLM in Tanzania. The fixed and random effect model revealed a non-statistically significant effect despite the unbalanced panel effects; as a result, sales growth had a 0.516 negative influence on firm performance. …”
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Synthetic graphs for link prediction benchmarking by Alexey Vlaskin, Eduardo G Altmann

“…We propose a family of random graphs that incorporates both micro-scale motifs and meso-scale communities, two ubiquitous structures in complex networks. …”
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The Dose-Response Relationship between Alcohol Consumption and the Risk of Type 2 Diabetes among Asian Men: A Systematic Review and Meta-Analysis of Prospective Cohort Studies by Manman Han

“…Relative risks (RRs) and 95% confidence intervals (CIs) were calculated for random-effects models and dose-response meta-analyses. …”
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The borax efficacy in the treatment of aphthous stomatitis by Yolanda Iglesias Sanches, Julia Moya Martínez, Semiramis Garcia Gómez, Norelis García Lezcano

“…<br /><strong>Methods:</strong> an analytical, longitudinal prospective study was carried out in the North Polyclinic Stomatology Department, Ángel del Castillo Agramonte, in the Florida municipality, from December 2019 to April 2021. 139 patients were studied and the sample was made up of 70 patients selected by a simple random method. It was divided into two groups: a study group and a control group to which a homeopathic treatment with borax and a conventional treatment were applied, respectively.…”
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Efficacy and Adverse Effects of Atropine for Myopia Control in Children: A Meta-Analysis of Randomised Controlled Trials by ChunWen Chen, JingYan Yao

“…We performed the inverse variance random-effects model to pool the data using mean difference (MD) for continuous variables. …”
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