AIMC Topic: 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...
Brain Female Aged Humans Algorithms Alzheimer Disease Gray Matter White Matter Particle Swarm Optimization Male Support Vector Machine Magnetic Resonance Imaging
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Detection of bone infections using Vis-NIR and SWIR hyperspectral imaging coupled with machine learning.

Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy Jul 5, 2025
Bone infections, such as fracture-related and periprosthetic joint infections, present significant diagnostic and therapeutic challenges in orthopaedic surgery. Current diagnosic standards rely primarily on tissue cultures of intraoperatively obtaine...
Biofilms Support Vector Machine Staphylococcus aureus Humans Hyperspectral Imaging Machine Learning Spectroscopy, Near-Infrared Bone and Bones Least-Squares Analysis Staphylococcus epidermidis Discriminant Analysis Bone Diseases, Infectious Staphylococcal Infections
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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...
Neural Networks, Computer Machine Learning Algorithms Humans Brain Neoplasms Magnetic Resonance Imaging Deep Learning Support Vector Machine
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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...
Treatment Outcome Support Vector Machine Remission Induction Antirheumatic Agents Middle Aged Risk Assessment Arthritis, Rheumatoid Aged Adult Humans Male Machine Learning Female
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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...
Machine Learning Pregnancy Maternal Health Humans Mental Health Bayes Theorem Pregnancy Outcome Yoga Support Vector Machine Female Young Adult Adult
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Can circadian rhythms of heart rate variability identify major depressive disorder? - A study based on support vector machine analysis.

Asian journal of psychiatry Jul 3, 2025
BACKGROUND: Major depressive disorder (MDD) is a prevalent and severe psychiatric condition for which objective diagnostic tools are lacking. Heart rate variability (HRV), an index of autonomic nervous system (ANS) function, has shown potential for d...
Middle Aged Depressive Disorder, Major Electrocardiography Heart Rate Autonomic Nervous System Support Vector Machine Circadian Rhythm Adult Sensitivity and Specificity Male Humans Female 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...
Magnetic Resonance Imaging Machine Learning Brain Neoplasms Algorithms Image Processing, Computer-Assisted Support Vector Machine Humans Neural Networks, Computer
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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 ...
Basketball Algorithms Male China Bayes Theorem Athletic Performance Support Vector Machine East Asian People Humans Machine Learning
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Multiclass leukemia cell classification using hybrid deep learning and machine learning with CNN-based feature extraction.

Scientific reports Jul 3, 2025
Leukemia is the most prevalent form of blood cancer, affecting individuals across all age groups. Early and accurate diagnosis is crucial for effective treatment and improved clinical outcomes. Peripheral blood smear analysis, a key non-invasive diag...
Leukemia Humans Deep Learning Neural Networks, Computer Machine Learning Support Vector Machine Precursor Cell Lymphoblastic Leukemia-Lymphoma
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Fluorescence Guided Raman Spectroscopy enables the training of robust support vector machines for the detection of tumour marker proteins.

Scientific reports Jul 3, 2025
Raman spectroscopy provides comprehensive biochemical information on a sample's composition, yet it is often used to analyze aggregated spectra rather than specific shifts. We introduce Fluorescence Guided Raman Spectroscopy (FGRS) as a methodology e...
Glioblastoma Humans Cell Line, Tumor Connexin 43 Biomarkers, Tumor Spectrum Analysis, Raman Support Vector Machine
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