AIMC Topic: Support Vector Machine

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Safe and accelerated screening framework for support tensor machines.

Neural networks : the official journal of the International Neural Network Society Apr 9, 2025
Support Tensor Machines (STMs) constitute an effective supervised learning method for classifying high-dimensional tensor data. However, traditional iterative solving methods are often time-consuming. To effectively address the issue of lengthy train...
Algorithms Support Vector Machine Supervised Machine Learning Humans Neural Networks, Computer
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Accelerometer-derived classifiers for early detection of degenerative joint disease in cats.

Veterinary journal (London, England : 1997) Apr 9, 2025
Decreased mobility is a clinical sign of degenerative joint disease (DJD) in cats, which is highly prevalent, with 61 % of cats aged six years or older showing radiographic evidence of DJD. Radiographs can reveal morphological changes and assess join...
Cats Cat Diseases Joint Diseases Support Vector Machine Osteoarthritis Early Diagnosis Accelerometry Female Machine Learning Animals Male
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Alterations in static and dynamic functional network connectivity in chronic low back pain: a resting-state network functional connectivity and machine learning study.

Neuroreport Apr 9, 2025
Low back pain (LBP) is a prevalent pain condition whose persistence can lead to changes in the brain regions responsible for sensory, cognitive, attentional, and emotional processing. Previous neuroimaging studies have identified various structural a...
Humans Machine Learning Male Brain Middle Aged Magnetic Resonance Imaging Female Support Vector Machine Neural Pathways Adult Brain Mapping Nerve Net Low Back Pain Chronic Pain
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Voice biomarkers as prognostic indicators for Parkinson's disease using machine learning techniques.

Scientific reports Apr 9, 2025
Many people suffer from Parkinson's disease globally, a complicated neurological condition caused by the deficiency of dopamine, an organic chemical responsible for regulating movement in individuals. Patients with Parkinson face muscle stiffness or ...
Parkinson Disease Humans Principal Component Analysis Voice Female Middle Aged Machine Learning Aged Support Vector Machine Biomarkers Male Prognosis
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One-class support vector machines for detecting population drift in deployed machine learning medical diagnostics.

Scientific reports Apr 9, 2025
Machine learning (ML) models are increasingly being applied to diagnose and predict disease, but face technical challenges such as population drift, where the training and real-world deployed data distributions differ. This phenomenon can degrade mod...
Humans Breast Neoplasms Diagnosis, Computer-Assisted Support Vector Machine
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The potential of evaluating shape drawing using machine learning for predicting high autistic traits.

PloS one Apr 9, 2025
BACKGROUND: Children with high autistic traits often exhibit deficits in drawing, an important skill for social adaptability. Machine learning is a powerful technique for learning predictive models from movement data, so drawing processes and product...
Child, Preschool Female Male Humans Autistic Disorder Child Eye Movements Machine Learning Support Vector Machine
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Sub-diffuse Reflectance Spectroscopy Combined With Machine Learning Method for Oral Mucosal Disease Identification.

Lasers in surgery and medicine Apr 8, 2025
OBJECTIVES: Oral squamous cell carcinoma (OSCC) is the sixth-highest incidence of malignant tumors worldwide. However, early diagnosis is complex owing to the impracticality of biopsying every potentially premalignant intraoral lesion. Here, we prese...
Lichen Planus, Oral Mouth Mucosa Leukoplakia, Oral Adult Male Middle Aged Support Vector Machine Mouth Neoplasms Spectrum Analysis Machine Learning Female Carcinoma, Squamous Cell Humans Neural Networks, Computer
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CNN-LSTM based emotion recognition using Chebyshev moment and K-fold validation with multi-library SVM.

PloS one Apr 7, 2025
Human emotions are not necessarily tends to produce right facial expressions as there is no well defined connection between them. Although, human emotions are spontaneous, their facial expressions depend a lot on their mental and psychological capaci...
Emotions Facial Expression Humans Machine Learning Neural Networks, Computer Algorithms Support Vector Machine
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Longitudinal study on the impact of short-term radiological interpretation training on resting-state brain network hubs.

Trends in neuroscience and education Apr 5, 2025
Radiological expertise develops through extensive experience in specific imaging modalities. While previous research has focused on long-term learning and neural mechanisms of expertise, the effects of short-term radiological training on resting-stat...
Humans Brain Female Radiology Nerve Net Longitudinal Studies Adult Magnetic Resonance Imaging Male Brain Mapping Support Vector Machine
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A quantum inspired machine learning approach for multimodal Parkinson's disease screening.

Scientific reports Apr 4, 2025
Parkinson's disease, currently the fastest-growing neurodegenerative disorder globally, has seen a 50% increase in cases within just two years. As disease progression impairs speech, memory, and motor functions over time, early diagnosis is crucial f...
Humans Machine Learning Biomarkers Male Support Vector Machine Parkinson Disease
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