AIMC Topic: Support Vector Machine

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Pseudotargeted metabolomics profiles potential damage-associated molecular patterns as machine learning predictors for acute pancreatitis.

Journal of pharmaceutical and biomedical analysis Apr 7, 2025
Acute pancreatitis (AP) is a common gastrointestinal disease characterized by pancreatic cell damage and inflammation. Given the early clinical diagnosis and management challenges, exploring novel analytical frameworks from new orientations for inter...
Humans Pancreatitis Machine Learning Support Vector Machine Metabolomics Biomarkers Male Female Acute Disease Middle Aged Adult ROC Curve
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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...
Facial Expression Algorithms Humans Support Vector Machine Neural Networks, Computer Emotions Machine Learning
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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 Support Vector Machine Longitudinal Studies Magnetic Resonance Imaging Female Adult Male Brain Mapping Radiology Nerve Net
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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...
Support Vector Machine Parkinson Disease Machine Learning Humans Biomarkers Male
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Identification of Crohn's Disease-Related Biomarkers and Pan-Cancer Analysis Based on Machine Learning.

Mediators of inflammation Apr 4, 2025
: In recent years, the incidence of Crohn's disease (CD) has shown a significant global increase, with numerous studies demonstrating its correlation with various cancers. This study aims to identify novel biomarkers for diagnosing CD and explore the...
Gene Expression Profiling Biomarkers Humans Biomarkers, Tumor Machine Learning Support Vector Machine Neoplasms Crohn Disease
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Effects of Renal Function on the Multimodal Brain Networks Affecting Mild Cognitive Impairment Converters in End-Stage Renal Disease.

Academic radiology Apr 3, 2025
RATIONALE AND OBJECTIVES: Cognitive decline is common in End-Stage Renal Disease (ESRD) patients, yet its neural mechanisms are poorly understood. This study investigates structural and functional brain network reconfiguration in ESRD patients transi...
Female Aged Male Humans Brain Support Vector Machine Magnetic Resonance Imaging Kidney Failure, Chronic Middle Aged Disease Progression Cognitive Dysfunction
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Predicting cell cycle stage from 3D single-cell nuclear-stained images.

Life science alliance Apr 3, 2025
The cell cycle governs the proliferation of all eukaryotic cells. Profiling cell cycle dynamics is therefore central to basic and biomedical research. However, current approaches to cell cycle profiling involve complex interventions that may confound...
Cell Cycle Single-Cell Analysis Imaging, Three-Dimensional Image Processing, Computer-Assisted Support Vector Machine Microscopy, Fluorescence Cell Nucleus Humans Neural Networks, Computer Machine Learning
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Predicting and investigating water quality index by robust machine learning methods.

Journal of environmental management Apr 3, 2025
This study addresses the critical challenges of waste management and water quality in urban environments, where accelerated urbanization has exacerbated environmental degradation and public health risks. Employing advanced machine learning algorithms...
Waste Management Support Vector Machine Decision Trees Water Quality Machine Learning Algorithms Environmental Monitoring
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Finger Vein Recognition Based on Unsupervised Spiking Convolutional Neural Network with Adaptive Firing Threshold.

Sensors (Basel, Switzerland) Apr 3, 2025
Currently, finger vein recognition (FVR) stands as a pioneering biometric technology, with convolutional neural networks (CNNs) and Transformers, among other advanced deep neural networks (DNNs), consistently pushing the boundaries of recognition acc...
Algorithms Deep Learning Convolutional Neural Networks Support Vector Machine Action Potentials Neurons Humans Neural Networks, Computer Fingers Veins
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Combining High-Throughput Screening and Machine Learning to Predict the Formation of Both Binary and Ternary Amorphous Solid Dispersion Formulations for Early Drug Discovery and Development.

Pharmaceutical research Apr 3, 2025
OBJECTIVE: Amorphous solid dispersion (ASD) is widely utilized to enhance the solubility and bioavailability of water-insoluble drugs. However, conventional experimental approaches for ASD development are often resource-intensive and time-consuming. ...
X-Ray Diffraction Chemistry, Pharmaceutical Powder Diffraction High-Throughput Screening Assays Drug Compounding Crystallization Support Vector Machine Solubility Machine Learning Algorithms Drug Discovery Drug Development
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