AIMC Topic: Support Vector Machine

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Detection of breast cancer using machine learning on time-series diffuse optical transillumination data.

Journal of biomedical optics Nov 11, 2024
SIGNIFICANCE: Optical mammography as a promising tool for cancer diagnosis has largely fallen behind expectations. Modern machine learning (ML) methods offer ways to improve cancer detection in diffuse optical transmission data.
Humans Machine Learning Image Processing, Computer-Assisted Support Vector Machine Area Under Curve Optical Imaging Transillumination Female Breast Image Interpretation, Computer-Assisted Breast Neoplasms ROC Curve
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Predicting viral proteins that evade the innate immune system: a machine learning-based immunoinformatics tool.

BMC bioinformatics Nov 9, 2024
Viral proteins that evade the host's innate immune response play a crucial role in pathogenesis, significantly impacting viral infections and potential therapeutic strategies. Identifying these proteins through traditional methods is challenging and ...
Machine Learning Computational Biology Support Vector Machine Immunity, Innate Viral Proteins Immune Evasion Humans Immunoinformatics
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Rapid Raman spectroscopy analysis assisted with machine learning: a case study on Radix Bupleuri.

Journal of the science of food and agriculture Nov 8, 2024
BACKGROUND: Radix Bupleuri has been widely used for its plentiful pharmacological effects. But it is hard to evaluate their safety and efficacy because the concentrations of components are tightly affected by the surrounding environment. Thus, Radix ...
Drugs, Chinese Herbal Discriminant Analysis Bupleurum Support Vector Machine Plant Roots Machine Learning Spectrum Analysis, Raman
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Machine Learning Approaches for the Fusion of Near-Infrared, Mid-Infrared, and Raman Data to Identify Cartilage Degradation in Human Osteochondral Plugs.

Applied spectroscopy Nov 8, 2024
Vibrational spectroscopy methods such as mid-infrared (MIR), near-infrared (NIR), and Raman spectroscopies have been shown to have great potential for in vivo biomedical applications, such as arthroscopic evaluation of joint injuries and degeneration...
Middle Aged Spectroscopy, Near-Infrared Spectrum Analysis, Raman Adult Male Spectrophotometry, Infrared Support Vector Machine Principal Component Analysis Cartilage, Articular Humans Machine Learning Algorithms Female Aged
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Comparison of machine learning algorithms for automatic prediction of Alzheimer disease.

Journal of the Chinese Medical Association : JCMA Nov 8, 2024
BACKGROUND: Alzheimer disease is a progressive neurological disorder marked by irreversible memory loss and cognitive decline. Traditional diagnostic tools, such as intracranial volume assessments, electroencephalography (EEG) signals, and brain magn...
Male Support Vector Machine Alzheimer Disease Algorithms Humans Female Machine Learning Aged
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Mining soil heavy metal inversion based on Levy Flight Cauchy Gaussian perturbation sparrow search algorithm support vector regression (LSSA-SVR).

Ecotoxicology and environmental safety Nov 8, 2024
Soil heavy metal pollution in mining areas poses severe challenges to the ecological environment. In recent years, machine learning has been widely used in heavy metal inversion by hyperspectral data. However, deterministic algorithms and probabilist...
Soil Pollutants Soil Metals, Heavy Algorithms Environmental Monitoring Normal Distribution Mining Support Vector Machine
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iBhb-Lys: Identify lysine β-hydroxybutyrylation sites using autoencoder feature representation and fuzzy SVM algorithm.

Analytical biochemistry Nov 7, 2024
Lysine β-hydroxybutyrylation (Kbhb) is newly discovered β-hydroxybutyrylate-derived histone modification which has been associated with the pathogenesis of many human diseases. To further elucidate the biological significance and molecular mechanism ...
Lysine Support Vector Machine Humans Fuzzy Logic Algorithms
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Automated acute pain prediction in domestic goats using deep learning-based models on video-recordings.

Scientific reports Nov 7, 2024
Facial expressions are essential in animal communication, and facial expression-based pain scales have been developed for different species. Automated pain recognition offers a valid alternative to manual annotation with growing evidence across speci...
Female Animals Video Recording Facial Expression Acute Pain Support Vector Machine Pain Measurement Goats Male Deep Learning
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Prediction of viral oncoproteins through the combination of generative adversarial networks and machine learning techniques.

Scientific reports Nov 7, 2024
Viral oncoproteins play crucial roles in transforming normal cells into cancer cells, representing a significant factor in the etiology of various cancers. Traditionally, identifying these oncoproteins is both time-consuming and costly. With advancem...
Support Vector Machine Viral Proteins Humans Algorithms Oncogene Proteins Neural Networks, Computer Computational Biology Machine Learning
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Multi-label text classification via secondary use of large clinical real-world data sets.

Scientific reports Nov 6, 2024
Procedural coding presents a taxing challenge for clinicians. However, recent advances in natural language processing offer a promising avenue for developing applications that assist clinicians, thereby alleviating their administrative burdens. This ...
Logistic Models Support Vector Machine Natural Language Processing Humans Neural Networks, Computer Electronic Health Records
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