AIMC Topic: Support Vector Machine

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Spatiotemporal analysis of land surface temperature and land cover changes in Prešov city using downscaling approach and machine learning algorithms.

Environmental monitoring and assessment Jan 3, 2025
In recent decades, global climate change and rapid urbanization have aggravated the urban heat island (UHI) effect, affecting the well-being of urban citizens. Although this significant phenomenon is more pronounced in larger metropolitan areas due t...
Climate Change Urbanization Slovakia Cities Environmental Monitoring Support Vector Machine Temperature Spatio-Temporal Analysis Machine Learning Algorithms
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SVM directed machine learning classifier for human action recognition network.

Scientific reports Jan 3, 2025
Understanding human behavior and human action recognition are both essential components of effective surveillance video analysis for the purpose of guaranteeing public safety. However, existing approaches such as three-dimensional convolutional neura...
Support Vector Machine Video Recording Pattern Recognition, Automated Machine Learning Algorithms Human Activities Humans Neural Networks, Computer
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Characterizing Chinese saffron Origin, Age and grade using VNlR hyperspectral imaging and Machine learning.

Food research international (Ottawa, Ont.) Jan 2, 2025
Saffron (Crocus sativus L.), the dried stigma, is an extremely valuable spice and medicinal herb, whose economic value is affected by geographical origin, age and grade. In this study, we proposed a method to identify saffron from different Chinese o...
Hyperspectral Imaging Crocus Spices China Support Vector Machine Flowers Algorithms Spectroscopy, Near-Infrared Machine Learning
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Machine learning driven benchtop Vis/NIR spectroscopy for online detection of hybrid citrus quality.

Food research international (Ottawa, Ont.) Jan 2, 2025
The aim of this study was to explore application of visible and near-infrared (Vis/NIR) spectroscopy combined with machine learning models for SSC and TA prediction of hybrid citrus. The Vis/NIR spectra of samples including navel-region, equator-regi...
Neural Networks, Computer Machine Learning Least-Squares Analysis Citrus Spectroscopy, Near-Infrared Support Vector Machine
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Utilizing integrated bioinformatics and machine learning approaches to elucidate biomarkers linking sepsis to purine metabolism-associated genes.

Scientific reports Jan 2, 2025
Sepsis, characterized as a systemic inflammatory response triggered by pathogen invasion, represents a continuum that may progress from mild systemic infection to severe sepsis, potentially culminating in septic shock and multiple organ dysfunction s...
Machine Learning Biomarkers Gene Expression Profiling Humans Support Vector Machine Purines Sepsis Computational Biology
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Predicting noncontact injuries of professional football players using machine learning.

PloS one Jan 2, 2025
Noncontact injuries are prevalent among professional football players. Yet, most research on this topic is retrospective, focusing solely on statistical correlations between Global Positioning System (GPS) metrics and injury occurrence, overlooking t...
Machine Learning Retrospective Studies Young Adult Humans Neural Networks, Computer Support Vector Machine Soccer Athletic Injuries Male Geographic Information Systems Adult
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Feature efficiency in IoMT security: A comprehensive framework for threat detection with DNN and ML.

Computers in biology and medicine Jan 1, 2025
BACKGROUND: To address critical security challenges in the Internet of Medical Things (IoMT), this study develops a feature selection framework to improve detection accuracy and computational efficiency in IoMT cybersecurity. By optimizing feature se...
Neural Networks, Computer Machine Learning Internet of Things Computer Security Support Vector Machine Humans
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Vision Sensor for Automatic Recognition of Human Activities via Hybrid Features and Multi-Class Support Vector Machine.

Sensors (Basel, Switzerland) Jan 1, 2025
Over recent years, automated Human Activity Recognition (HAR) has been an area of concern for many researchers due to its widespread application in surveillance systems, healthcare environments, and many more. This has led researchers to develop cohe...
Support Vector Machine Pattern Recognition, Automated Algorithms Human Activities Humans
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Assessing the environmental determinants of micropollutant contamination in streams using explainable machine learning and network analysis.

Chemosphere Dec 31, 2024
Even at trace concentrations, micropollutants, including pesticides and pharmaceuticals, pose considerable ecological risks, and the increasing presence of synthetic chemical substances in aquatic systems has emerged as a growing concern. Moreover, l...
Rivers Pesticides Machine Learning Support Vector Machine Environmental Monitoring Water Pollutants, Chemical
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Virtual reality-assisted prediction of adult ADHD based on eye tracking, EEG, actigraphy and behavioral indices: a machine learning analysis of independent training and test samples.

Translational psychiatry Dec 31, 2024
Given the heterogeneous nature of attention-deficit/hyperactivity disorder (ADHD) and the absence of established biomarkers, accurate diagnosis and effective treatment remain a challenge in clinical practice. This study investigates the predictive ut...
Attention Deficit Disorder with Hyperactivity Male Attention Eye-Tracking Technology Female Virtual Reality Humans Actigraphy Support Vector Machine Young Adult Adult Machine Learning Electroencephalography
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