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Feature Selection Using Pearson Correlation for Ultra-Wideband Ranging Classification
Published 2025-03-01“…A systematic feature selection approach based on Pearson correlation is employed to identify the most relevant features from an open-source dataset, ensuring efficient classification while minimizing computational complexity. …”
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Correlation between the heating value and the chemical characteristics of Eucalyptus biomass
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Intrusion Detection Using Hybrid Pearson Correlation and GS-PSO Optimized Random Forest Technique for RPL-Based IoT
Published 2025-01-01“…Second, we propose an efficient routing detection method that accelerates model training speed by using Hybrid Pearson Correlation and GS-PSO(Grid Search-Particle Swarm Optimization) Optimized Random Forest Technique. …”
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Examining the Success of Information Gain, Pearson Correlation, and Symmetric Uncertainty Ranking Methods on 3D Hand Posture Data for Metaverse Systems
Published 2023-04-01“…In this study, the success of Information Gain, Pearson’s Correlation, and Symmetric Uncertainty ranking methods on 3D hand posture data for metaverse systems were investigated. …”
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Topology Identification Method of Low-voltage Distribution Network Based on GIS and Voltage Waveform Correlation Analysis
Published 2023-10-01“… Aiming at the problems of high cost and low efficiency of manual calibration of low-voltage distribution network topology , a topology identification method of low-voltage distribution network based on GIS and voltage waveform correlation analysis is proposed. …”
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Natural polymer composites for sustainable dust suppression: a soil mineralogy-guided chemical design
Published 2025-06-01“…Analyses using Grey correlation and Pearson correlation were performed to explore the impact of soil composition. …”
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Application of Doehlert design combined with chemometrics tools: Example of the optimization of the elution of neurotransmitters and metabolites by HPLC
Published 2025-02-01“…This study uses Doehlert experimental design combined with chemometric tools to optimize the elution and separation of neurotransmitters and their metabolites using HPLC-ECD. Pearson correlation and Partial Least Squares Discriminant Analysis (PLS-DA) reveal significant relationships between chromatographic parameters and experimental conditions. …”
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NEW ORGANIZATION PROCESS OF FEATURE SELECTION BY FILTER WITH CORRELATION-BASED FEATURES SELECTION METHOD
Published 2022-09-01“…In this paper the focus is put on a Filter technique when it uses Correlation-based Feature Selection (further CFS) with symmetrical uncertainty method (further CFS-SU) or CFS with Pearson Correlation (further CFS-PearCorr). …”
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THE CORRELATION BETWEEN INTERNATIONAL TOURIST ARRIVALS AND TOURISM RECEIPTS - A KEY FACTOR OF TOURISM EFFICIENCY
Published 2016-01-01“…The relationship between these two indicators was studied in its dynamics and also as a ratio reflecting tourism efficiency in term of receipt per tourist. The Bravais-Pearson and Spearman correlation coefficients confirmed the existence of a strong link between these indicators: r= 0.925 at the world level, r = 0.967 in the EU, r = 0.877 in Romania and r = 0.896 in the CEECs. …”
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Study on the factors affecting flight training for trainee pilots
Published 2025-04-01“…In the field of aviation,the flight skills of trainee pilots are directly related to aviation safety and operational efficiency. Based on the training data of flight trainees from a branch of Civil Aviation Flight University of China,the Pearson correlation coefficient is introduced to evaluate the strength of the relationship between features and target variable. …”
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Spatiotemporal Evolution and Spatial Correlation Network Characteristics of Urban Land Green Use Efficiency in China: A Network Centrality Analysis Perspective
Published 2025-05-01“…The coordinated improvement of urban land green use efficiency (ULGUE) requires an in-depth exploration of its spatial correlation network characteristics and impacts. …”
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Chemo-mechanical characterization and data-driven correlation analysis of rejuvenated bitumen via artificial neural network
Published 2025-08-01“…To elucidate chemo-rheological correlations, statistical techniques (Pearson correlation, analysis of variance (ANOVA), and Chi-square tests) are combined with artificial neural networks (ANN). …”
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Physics-based parameters selection and machine learning driven prediction of pool boiling bubble departure diameter
Published 2025-01-01“…To predict the bubble departure diameter in pool boiling heat transfer, this study proposes a deep-learning neural network based on physical input parameters from the existing bubble departure diameter predicting correlations and Pearson correlation for a variety of working fluids, engineered surfaces, and materials subjected to different pool boiling testing conditions. …”
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Tourist attitudes towards SDGS and sustainable development: Evidence from Armenia
Published 2025-08-01“…Statistical analysis, specifically the Pearson Chi-Square test, revealed a strong correlation between knowledge of sustainable development and awareness of sustainable tourism, and tourists’ willingness to modify their travel habits and invest in eco-friendly options. …”
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Correlation between Iliac Tilt and traditional sagittal parameters in adolescents
Published 2025-03-01“…Participants were grouped based on Risser staging, and statistical analyses, including one-way analysis of variance (ANOVA), Pearson correlation analysis, and linear regression, were performed. …”
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