AIMC Topic: Support Vector Machine

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Multifractal analysis and support vector machine for the classification of coronaviruses and SARS-CoV-2 variants.

Scientific reports Apr 29, 2025
This study presents a novel approach for the classification of coronavirus species and variants of SARS-CoV-2 using Chaos Game Representation (CGR) and 2D Multifractal Detrended Fluctuation Analysis (2D MF-DFA). By extracting fractal parameters from ...
Fractals Coronavirus SARS-CoV-2 Computational Biology Humans Support Vector Machine COVID-19
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Suicide risk prediction for Korean adolescents based on machine learning.

Scientific reports Apr 28, 2025
Traditional clinical risk assessment tools proved inadequate for reliably identifying individuals at high risk for suicidal behavior. As a result, machine learning (ML) techniques have become progressively incorporated into psychiatric care. This stu...
Machine Learning Suicide Humans Republic of Korea Support Vector Machine Female Depression Risk Factors Adolescent Male Suicidal Ideation Risk Assessment
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A novel diagnosis method utilizing MDBO-SVM and imaging genetics for Alzheimer's disease.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Apr 27, 2025
Alzheimer's disease (AD) is the most common neurodegenerative disorder, yet its underlying mechanisms remain elusive. Early and accurate diagnosis is crucial for timely intervention and disease management. In this paper, a multi-strategy improved dun...
Female Humans Aged Algorithms Male Cognitive Dysfunction Image Interpretation, Computer-Assisted Support Vector Machine Alzheimer Disease
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Hybrid Neural network and machine learning models with improved optimization method for gut microbiome effects on the sleep quality in patients with endometriosis.

Computer methods and programs in biomedicine Apr 26, 2025
BACKGROUND AND OBJECTIVE: Endometriosis is a chronic gynecological condition known to affect the quality of life of millions of women globally, often manifesting with symptoms that impact sleep quality. Emerging evidence suggests a crucial role of th...
Machine Learning Female Adult Humans Neural Networks, Computer Gastrointestinal Microbiome Sleep Quality Endometriosis Life Style Middle Aged Quality of Life Support Vector Machine
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Altered static and dynamic functional network connectivity and combined Machine learning in asthma.

Neuroscience Apr 26, 2025
Asthma is a reversible disease characterized by airflow limitation and chronic airway inflammation. Previous neuroimaging studies have shown structural and functional abnormalities in the brains of individuals with asthma. However, earlier research h...
Humans Machine Learning Brain Asthma Male Middle Aged Support Vector Machine Female Young Adult Adult Nerve Net Magnetic Resonance Imaging Brain Mapping Neural Pathways
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Comparison of dynamic mode decomposition with other data-driven models for lung cancer incidence rate prediction.

Frontiers in public health Apr 25, 2025
INTRODUCTION: Public health data analysis is critical to understanding disease trends. Existing analysis methods struggle with the complexity of public health data, which includes both location and time factors. Machine learning offers powerful tools...
United States Public Health Support Vector Machine Humans Machine Learning Incidence Forecasting Lung Neoplasms
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Modeling the number of new cases of childhood type 1 diabetes using Poisson regression and machine learning methods; a case study in Saudi Arabia.

PloS one Apr 25, 2025
Diabetes mellitus stands out as one of the most prevalent chronic conditions affecting pediatric populations. The escalating incidence of childhood type 1 diabetes (T1D) globally is a matter of increasing concern. Developing an effective model that l...
Adolescent Humans Incidence Machine Learning Child, Preschool Female Male Infant, Newborn Infant Child Poisson Distribution Saudi Arabia Diabetes Mellitus, Type 1 Support Vector Machine
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A comparative study of neural network architectures for vital signs monitoring based on the national early warning systems (NEWS).

Health informatics journal Apr 25, 2025
The study aims to assess the efficacy of various neural network architectures in predicting the National Early Warning Systems (NEWS) score, using vital signs, to enhance early warning and monitoring in clinical settings. A comparative evaluation o...
Neural Networks, Computer Support Vector Machine Monitoring, Physiologic Humans Early Warning Score Discriminant Analysis Vital Signs
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Ambulance route optimization in a mobile ambulance dispatch system using deep neural network (DNN).

Scientific reports Apr 24, 2025
The ambulance dispatch system plays a crucial role in emergency medical care by ensuring efficient communication, reducing response times, and ultimately saving lives. Delays in ambulance arrival can have serious consequences for patient health and s...
Emergency Medical Services Ambulances Emergency Medical Dispatch Neural Networks, Computer Deep Learning Support Vector Machine Humans
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EEG-based epilepsy detection using CNN-SVM and DNN-SVM with feature dimensionality reduction by PCA.

Scientific reports Apr 24, 2025
This study focuses on epilepsy detection using hybrid CNN-SVM and DNN-SVM models, combined with feature dimensionality reduction through PCA. The goal is to evaluate the effectiveness and performance of these models in accurately identifying epilepti...
Electroencephalography Epilepsy Dimensionality Reduction Humans Neural Networks, Computer Algorithms Databases, Factual Support Vector Machine Principal Component Analysis
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