Results of Random Forest. حسب Balraj Preet Kaur (20370832)

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Best three classifier confusion matrix and ROC curve. حسب Balraj Preet Kaur (20370832)

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Before upsampling. حسب Balraj Preet Kaur (20370832)

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Results of gradient boosting classifier. حسب Balraj Preet Kaur (20370832)

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Comparison between original and upsampled dataset. حسب Balraj Preet Kaur (20370832)

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Results of Decision tree. حسب Balraj Preet Kaur (20370832)

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Adaboost classifier results. حسب Balraj Preet Kaur (20370832)

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Results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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Results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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Feature selection process. حسب Balraj Preet Kaur (20370832)

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Statistical analysis of proposed model with other model. حسب Balraj Preet Kaur (20370832)

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Results of KNN. حسب Balraj Preet Kaur (20370832)

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After upsampling. حسب Balraj Preet Kaur (20370832)

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Results of Extra tree. حسب Balraj Preet Kaur (20370832)

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Gradient boosting classifier results. حسب Balraj Preet Kaur (20370832)

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Hyperparameters’ setting for PSO algorithm. حسب Feng Shen (151470)

"…<div><p>In this study, the traditional lag structure selection method in the Mixed Data Sampling (MIDAS) regression model for forecasting GDP was replaced with a machine learning approach using the particle swarm optimization algorithm (PSO). The introduction of PSO aimed to automatically optimize the MIDAS model’s mixed-frequency lag structures, improving forecast accuracy and resolving the "forecast accuracy" and "forecast cost" weighting problem. …"

Comparison with Gurobi’s exact algorithm. حسب Yanqiu Liu (783420)

"…To address this problem, a Heuristic Cross Brainstorm Optimization Algorithm (HCBSO) has been selected, and strategies such as segment-based initial solution construction and heuristic crossover have been designed to enhance the algorithm’s performance. …"

Two-stage optimization process. حسب Yesong Wang (331723)

الموضوعات: "…objective evolutionary algorithms…"

Architecture of the DGAK Module and AKConv Initial Sampling Coordinate Generation Algorithm. حسب Siyuan Tang (5963312)

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Overview of mobile-edge-cloud server-based system. حسب Shehr Bano (20421706)

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