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Predictive model establishment for forward-head posture disorder in primary-school-aged children based on multiple machine learning algorithms
Published 2025-05-01“…Among the 6 predictive models, the random forest algorithm demonstrated the highest performance (AUC = 0.865), significantly outperforming the others. …”
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RETRACTED ARTICLE: Enhancing MPPT performance for partially shaded photovoltaic arrays through backstepping control with Genetic Algorithm-optimized gains
Published 2024-02-01“…This study introduces a new approach to tracking the Global Maximum Power Point (GMPP) in photovoltaic systems within the context of solar research conducted in Cameroon. The system utilizes Genetic Algorithm (GA) and Backstepping Controller (BSC) methodologies. …”
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Enhanced Global Optimization Using a Novel Hybrid Sine Cosine-Gazelle Algorithm with Brownian Motion and Lévy Flight Mechanisms
Published 2025-05-01“…Abstract Metaheuristic algorithms are crucial for solving intricate optimization problems in diverse fields. …”
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Machine learning algorithms predict breast cancer incidence risk: a data-driven retrospective study based on biochemical biomarkers
Published 2025-07-01“…Incorporating these findings into a tailored breast cancer risk prediction model is needed in our future research.…”
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Construction of a risk prediction model for postoperative deep vein thrombosis in colorectal cancer patients based on machine learning algorithms
Published 2024-11-01“…The XGBoost model outperformed other ML algorithms, achieving an AUC of 0.996, an accuracy of 0.9636, a specificity of 0.9778, and an F1 score of 0.9576. …”
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Genetic algorithm optimization of ensemble learning approach for improved land cover and land use mapping: Application to Talassemtane National Park
Published 2025-08-01“…This study proposes a Genetic Algorithm (GA) optimization method for ensemble classification to improve LCLU classification accuracy while maintaining computational efficiency. …”
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Development of a prognostic model for breast cancer patients based on intratumoral tumor-infiltrating lymphocytes using machine learning algorithms
Published 2025-05-01“…Our iTIL-centric signature was developed using a machine learning framework integrating 101 algorithms, validated across independent testing sets. …”
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Adaptive-Step Perturb-and-Observe Algorithm for Multidimensional Phase Noise Stabilization in Fiber-Based Multi-Arm Mach–Zehnder Interferometers
Published 2024-11-01“…Fiber-optic Mach–Zehnder interferometers are widely used in research areas such as telecommunications, spectroscopy, and quantum information. …”
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Development and validation of a risk prediction model for kinesiophobia in postoperative lung cancer patients: an interpretable machine learning algorithm study
Published 2025-06-01“…This study demonstrates that machine learning models—particularly the RF algorithm—hold substantial promise for predicting kinesiophobia in postoperative lung cancer patients. …”
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Enhanced MPP Tracking in Partial Shading Conditions for Solar PV Systems: A Metaheuristic Approach Utilizing Projectile Search Algorithm
Published 2025-01-01“…However, due to the distinctive operational characteristics of metaheuristic algorithms, continuous research in this domain is essential. …”
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A Hardware Implementation of Spaceborne SAR BP Algorithm Based on Precise Region Focusing and Hardware–Software Collaboration
Published 2025-01-01“…At present, high-resolution and wide-swath imaging is the development trend of spaceborne SAR imaging. The backprojection algorithm is an excellent high-resolution imaging algorithm for spaceborne SAR, but it demands large storage resources and involves heavy computations. …”
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