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Enhanced soil organic carbon mapping in Gannan’s alpine meadows: A comparative analysis of machine learning models and satellite data
Published 2025-08-01“…This study targets the Gannan region, a key livestock area in China, where accurate soil organic carbon density (SOCD) mapping using remote sensing and machine learning is crucial. We explored the effectiveness of different satellite sensors, including optical (Sentinel-2) and radar (Sentinel-1), in SOCD prediction models, assessing uncertainties. …”
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Comparative Performance of Autoencoders and Traditional Machine Learning Algorithms in Clinical Data Analysis for Predicting Post-Staged GKRS Tumor Dynamics
Published 2024-09-01“…<b>Methods:</b> This retrospective analysis utilized clinical data from 77 patients treated at the “Prof. …”
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Integrating Molecular Perspectives: Strategies for Comprehensive Multi-Omics Integrative Data Analysis and Machine Learning Applications in Transcriptomics, Proteomics, and Metabolomics
Published 2024-10-01“…We discuss combined omics integration approaches, correlation-based strategies, and machine learning techniques that utilize one or more types of omics data. …”
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Bioinformatic Analysis of Complex In Vitro Fertilization Data and Predictive Model Design Based on Machine Learning: The Age Paradox in Reproductive Health
Published 2025-05-01“…Concurrently, the utilization of machine learning algorithms has facilitated the development and implementation of predictive models. …”
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THE ROLE OF DATA VISUALIZATION IN ENHANCING TEXTUAL ANALYSIS
Published 2023-12-01“…The impact of machine learning and artificial intelligence on data visualization, the representation of uncertainty, and the democratization of data visualization tools are thoroughly analyzed. …”
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Applications of Machine Learning Algorithms in Geriatrics
Published 2025-08-01“…The analysis highlights gaps regarding the explainability of the models used, the transparency of cross-sectional datasets, and the validity of the data in real clinical contexts. …”
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Identification of biomarkers for knee osteoarthritis through clinical data and machine learning models
Published 2025-01-01“…This study aimed to develop and validate biomarker-based predictive models for KOA diagnosis using machine learning techniques. Clinical data from 2594 samples were obtained and stratified into training and validation datasets in a 7:3 ratio. …”
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Forecasting Air Pollution Contingencies Using Predictive Analytic Techniques
Published 2024-10-01“…For categorical variables, each linear combination probability is estimated using a window-based estimation technique or a machine learning algorithm to determine the class of a particular sample. …”
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Rapid detection of honey adulteration using machine learning on gas sensor data
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A Comparison of Approaches for Handling Concept Drifts in Data Processed With Machine Learning
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Applying machine learning to classify table olives using bacterial metataxonomic data
Published 2025-07-01“…Moreover, advances in bioinformatics and machine learning (ML) have expanded resources for analyzing these metataxonomic data. …”
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Machine Learning and Data Science in Social Sciences: Methods, Applications, and Future Directions
Published 2025-01-01“…Artificial intelligence (AI) is transforming social science research by enabling scalable data analysis, predictive modeling, and causal inference, thereby reshaping the methodological foundations of fields such as political science, economics, and psychology. …”
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Innovative data techniques for centrifugal pump optimization with machine learning and AI model.
Published 2025-01-01“…The data recorded from DAQ system undergoes thorough in-depth analysis, processing & transformation before being incorporated into machine learning (ML) or artificial intelligence models. …”
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