AIMC Topic: Support Vector Machine

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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...
Humans Algorithms Cognitive Dysfunction Support Vector Machine Alzheimer Disease Female Aged Male Image Interpretation, Computer-Assisted
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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...
Adult Endometriosis Middle Aged Life Style Neural Networks, Computer Humans Support Vector Machine Quality of Life Machine Learning Gastrointestinal Microbiome Female Sleep Quality
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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...
Nerve Net Brain Mapping Neural Pathways Adult Asthma Male Middle Aged Support Vector Machine Magnetic Resonance Imaging Brain Female Young Adult Humans Machine Learning
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Kernel-free quadratic surface SVM for conditional probability estimation in imbalanced multi-class classification.

Neural networks : the official journal of the International Neural Network Society Apr 25, 2025
For the multi-class classification problems, we propose a new probabilistic output classifier called kernel-free quadratic surface support vector machine for conditional probability estimation (CPSQSVM), which is based on a newly developed binary cla...
Support Vector Machine Probability Algorithms
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A systematic review of machine learning algorithms for breast cancer detection.

Tissue & cell Apr 25, 2025
Breast cancer is one of the leading causes of death and morbidity among women worldwide. Identifying cancerous cells remains a complex and time-consuming task, particularly when performed manually by radiologists or pathologists, contributing to high...
Humans Breast Neoplasms Support Vector Machine Bayes Theorem Machine Learning Algorithms Female
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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...
Lung Neoplasms United States Support Vector Machine Forecasting Public Health Humans Incidence Machine Learning
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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...
Infant Humans Saudi Arabia Infant, Newborn Machine Learning Diabetes Mellitus, Type 1 Incidence Male Adolescent Female Support Vector Machine Child, Preschool Poisson Distribution Child
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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...
Vital Signs Early Warning Score Support Vector Machine Monitoring, Physiologic Discriminant Analysis Humans Neural Networks, Computer
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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...
Humans Neural Networks, Computer Deep Learning Support Vector Machine Emergency Medical Services Ambulances Emergency Medical Dispatch
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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...
Databases, Factual Support Vector Machine Humans Electroencephalography Principal Component Analysis Neural Networks, Computer Epilepsy Algorithms Dimensionality Reduction
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