AIMC Topic: Support Vector Machine

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Effectiveness of machine learning models in diagnosis of heart disease: a comparative study.

Scientific reports Jul 8, 2025
The precise diagnosis of heart disease represents a significant obstacle within the medical field, demanding the implementation of advanced diagnostic instruments and methodologies. This article conducts an extensive examination of the efficacy of di...
Humans Neural Networks, Computer Bayes Theorem Machine Learning Diagnosis, Computer-Assisted Heart Diseases Algorithms Deep Learning Support Vector Machine
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Application of multimodal machine learning-based analysis for the biomethane yields of NaOH-pretreated biomass.

Scientific reports Jul 8, 2025
This study investigated the impact of alkaline pretreatment on the biomethane yield of Xyris capensis experimentally and computationally using machine-learning (ML)-based techniques. Despite extensive studies on the anaerobic digestion of lignocellul...
Sodium Hydroxide Principal Component Analysis Methane Lignin Machine Learning Biomass Support Vector Machine Neural Networks, Computer
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Integrating Machine Learning into Myositis Research: a Systematic Review.

Clinical reviews in allergy & immunology Jul 8, 2025
Idiopathic inflammatory myopathies (IIM) are a group of autoimmune rheumatic diseases characterized by proximal muscle weakness and extra muscular manifestations. Since 1975, these IIM have been classified into different clinical phenotypes. Each cli...
Machine Learning Support Vector Machine Magnetic Resonance Imaging Diagnosis, Differential Myositis Humans
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Design of an evolutionary model for international trade settlement based on genetic algorithm and fuzzy neural network.

PloS one Jul 8, 2025
Accurate risk assessment in international trade settlement has become increasingly critical as global financial transactions grow in scale and complexity. This study proposes a hybrid model-Genetic Algorithm-optimized Fuzzy Neural Network (GA-FNN)-to...
Humans Neural Networks, Computer Fuzzy Logic Commerce Genetic Algorithms Algorithms Risk Assessment Support Vector Machine
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Enhanced particle swarm optimization for feature selection in SVM-based Alzheimer's disease diagnosis.

Scientific reports Jul 7, 2025
Alzheimer's Disease (AD) is a progressive neurodegenerative disorder marked by neuronal loss, leading to cognitive and behavioral decline. With the aging global population, AD incidence and its socioeconomic burden are increasing. Developing effectiv...
Aged Male Support Vector Machine Algorithms Brain Female White Matter Particle Swarm Optimization Magnetic Resonance Imaging Alzheimer Disease Gray Matter Humans
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Intelligent brain tumor detection using hybrid finetuned deep transfer features and ensemble machine learning algorithms.

Scientific reports Jul 4, 2025
Brain tumours (BTs) are severe neurological disorders. They affect more than 308,000 people each year worldwide. The mortality rate is over 251,000 deaths annually (IARC, 2020 reports). Detecting BTs is complex because they vary in nature. Early diag...
Deep Learning Humans Support Vector Machine Magnetic Resonance Imaging Neural Networks, Computer Machine Learning Algorithms Brain Neoplasms
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A robust machine learning approach to predicting remission and stratifying risk in rheumatoid arthritis patients treated with bDMARDs.

Scientific reports Jul 4, 2025
Rheumatoid arthritis (RA) is a chronic autoimmune disease affecting millions worldwide, leading to inflammation, joint damage, and reduced quality of life. Although biological disease-modifying antirheumatic drugs (bDMARDs) are effective, they are co...
Middle Aged Risk Assessment Humans Arthritis, Rheumatoid Machine Learning Antirheumatic Agents Treatment Outcome Female Aged Support Vector Machine Adult Male Remission Induction
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Integrating AI predictive analytics with naturopathic and yoga-based interventions in a data-driven preventive model to improve maternal mental health and pregnancy outcomes.

Scientific reports Jul 4, 2025
Maternal mental health during pregnancy is a crucial area of research due to its profound impact on both maternal and child well-being. This paper proposes a comprehensive approach to predicting and monitoring psychological health risks in pregnant w...
Support Vector Machine Humans Machine Learning Maternal Health Adult Pregnancy Bayes Theorem Yoga Mental Health Female Pregnancy Outcome Young Adult
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A novel hybrid vision UNet architecture for brain tumor segmentation and classification.

Scientific reports Jul 3, 2025
This paper focuses on designing and developing novel architectures termed Hybrid Vision UNet-Encoder Decoder (HVU-ED) segmenter and Hybrid Vision UNet-Encoder (HVU-E) classifier for brain tumor segmentation and classification, respectively. The propo...
Humans Neural Networks, Computer Image Processing, Computer-Assisted Support Vector Machine Magnetic Resonance Imaging Machine Learning Algorithms Brain Neoplasms
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Enhancing game outcome prediction in the Chinese basketball league through a machine learning framework based on performance data.

Scientific reports Jul 3, 2025
Basketball remains among the most globally popular sports, with its various competitions drawing substantial attention. The analysis and modeling of basketball game data have long been central topics in sports analytics. In recent years, integrating ...
Athletic Performance Basketball East Asian People Bayes Theorem Humans Machine Learning Algorithms Male China Support Vector Machine
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