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Predicting Calcein Release from Ultrasound-Targeted Liposomes: A Comparative Analysis of Random Forest and Support Vector Machine
Published 2024-11-01“…RF and SVM models were trained and evaluated using mean absolute error (MAE), mean squared error (MSE), coefficient of determination (R²), and the a20 index as performance metrics. …”
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Applying genetic algorithm to extreme learning machine in prediction of tumbler index with principal component analysis for iron ore sintering
Published 2025-02-01“…First, to decrease the data dimensionality, the sintering production data is addressed through principal component analysis (PCA) and the principal components with the accumulated contribution rate no more than 95% are extracted as the inputs of the predictive model based on Extreme Learning Machine (ELM). …”
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2586
COMPARISON FORECASTING BETWEEN SINGULAR SPECTRUM ANALYSIS AND LOCAL LINEAR METHOD FOR SHIP ACCIDENT SEARCH AND RESCUE OPERATIONS IN INDONESIA
Published 2025-04-01“…From the analysis results, it is known that the method with the smallest MAPE is the Local Linear method with a MAPE of test data of 18.67% (good forecasting category), optimal bandwidth (h) = 4.299, and CV (h) = 231.39 where bandwidth is used to determine the level of smoothness of the estimate, while the CV (h) value is used to select the optimal bandwidth that minimizes the estimation error. …”
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2587
ESTIMATION OF TOMATO FRUIT FIRMNESS USING DIGITAL IMAGING
Published 2025-08-01“…Principal component analysis enabled the dimensionality to be reduced to a single principal component (explanatory percentage of the data variance of 97.06%), which was used to generate firmness estimation equations. …”
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2588
Recognition of Handwritten Characters in Birch-Bark Manuscripts via Object Detection
Published 2025-01-01Get full text
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2589
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2591
Prediction of Earthquake Death Toll Based on Principal Component Analysis, Improved Whale Optimization Algorithm, and Extreme Gradient Boosting
Published 2025-08-01“…The method first employs PCA to reduce the dimensionality of the influencing factor data, eliminating redundant information and improving modeling efficiency. …”
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Study of the Reasons for Sponsorship of Football in Iran (A Meta-Analytical Study)
Published 2022-04-01“…Data analysis was performed using CMA2 and SPSS software.Results: A total of 73 factors were extracted and classified into seven main categories and entered the meta-analysis process. …”
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2595
Effect of Key Parameters on Ploughing Force Performance of Planing-Type Anti-Climbers
Published 2025-04-01“…The results demonstrate that the model achieves ≤15% relative error compared with the simulation data and ≤5% deviation from the experimental measurements, confirming its engineering applicability. …”
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2596
Accuracy assessment of the calorimetric system for measurement of ITER’s fusion energy output
Published 2025-01-01Get full text
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2597
Dynamic spatio-temporal reconstruction, evaluation and trend analysis of satellite-based rainfall: a comprehensive study in Samastipur, Bihar
Published 2025-05-01“…The results reveal that, Rainfall was underestimated by satellite product and Before bias correction, TRMM data exhibited significant discrepancies in rainfall estimates, with varying biases and mean errors across grid points. …”
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Unlocking The Potential of Hybrid Models for Prognostic Biomarker Discovery in Oral Cancer Survival Analysis: A Retrospective Cohort Study
Published 2024-12-01“…Objective: This study aimed to develop a hybrid model for variable selection in high-dimensional survival analysis using a support vector regression (SVR), to identify prognostic biomarkers associated with survival in oral cancer (OC) patients through the analysis of gene expression data.Materials and Methods: In this retrospective cohort study, gene expression profiles (54,613 probes) related to 97 patients from the GSE41613 dataset from the GEO repository were used. …”
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