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A data-driven approach to forest health assessment through multivariate analysis and machine learning techniques
Published 2025-07-01“…The findings underscore the value of data-driven approaches, establishing machine learning as an effective tool to enhance forest monitoring and support evidence-based forest conservation and management in the Himalayas.…”
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Machine learning approaches for spatial omics data analysis in digital pathology: tools and applications in genitourinary oncology
Published 2024-11-01“…The review contains three sections: 1) an overview of image processing approaches for histopathology slide analysis; 2) machine learning integration with spatially resolved omics data analysis; 3) a discussion of current limitations and future directions for integration of machine learning in the clinical decision-making process.…”
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Leveraging Automated Machine Learning for Environmental Data‐Driven Genetic Analysis and Genomic Prediction in Maize Hybrids
Published 2025-05-01Subjects: Get full text
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Enhanced Gold Ore Classification: A Comparative Analysis of Machine Learning Techniques with Textural and Chemical Data
Published 2025-07-01“…The integration of numerical and categorical variables, which are part of a dataset for defining ore grades, is part of the daily routine of professionals who obtain the data and manipulate the various phases of analysis in a mining project. …”
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Topological Data Analysis and Wavelet- Unsupervised Machine Learning Approaches to Identifying the Flooding and Non-Flooding Zones
Published 2025-01-01Subjects: Get full text
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Data-Driven Optimization of Aspect Ratio in Permanent Magnet Machines Using Deep Learning and SHAP Analysis
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The relationship between dietary vitamin B1 and stroke: a machine learning analysis of NHANES data
Published 2025-05-01“…Additionally, the Least Absolute Shrinkage and Selection Operator (LASSO) was utilized for feature selection. Eight machine learning methods were employed to construct predictive models and evaluate their performance. …”
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Design of an Efficient Model for Psychological Disease Analysis and Prediction Using Machine Learning and Genomic Data Samples
Published 2025-02-01Subjects: Get full text
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Phenolic content discrimination in Thai holy basil using hyperspectral data analysis and machine learning techniques.
Published 2024-01-01“…The neural network model demonstrated high performance, achieving an area under the receiver operating characteristic curve of 0.8113, highlighting its effectiveness in predicting phenolic content levels based on the spectral data. Comparative analysis with other machine learning techniques confirmed the superior performance of the neural network approach. …”
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Machine Learning Analysis of Hydrological and Hydrochemical Data from the Abelar Pilot Basin in Abegondo (Coruña, Spain)
Published 2025-03-01“…Here, we report the machine learning analysis of hydrological and hydrochemical data from the Abelar basin. …”
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Enhancing predictive modeling across industries with automated machine learning: applications in insurance and agriculture
Published 2025-03-01“…Similarly, TPOT excelled in optimizing crop yield predictions by automating machine learning pipelines. These findings underscore the versatility of AutoML in handling diverse data contexts, significantly improving model accuracy and reducing manual effort through automation. …”
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Using Machine Learning and Analytical Modeling to Predict Poly-Crystalline PV Performance in Jordan
Published 2025-07-01“…This study investigates the performance prediction of poly-crystalline photovoltaic (PV) systems in Jordan using experimental data, analytical models, and machine learning approaches. …”
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Using Machine Learning Method for Variable Star Classification Using the TESS Sectors 1–57 Data
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A Novel Data Analytics Methodology for Discovering Behavioral Risk Profiles: The Case of Diners During a Pandemic
Published 2024-10-01Subjects: “…data analytics…”
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