AIMC Topic: Support Vector Machine

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Multivariate Classification of Adolescent Major Depressive Disorder Using Whole-brain Functional Connectivity.

Academic radiology Mar 29, 2025
RATIONALE AND OBJECTIVES: Adolescent major depressive disorder (MDD) is a serious mental health condition that has been linked to abnormal functional connectivity (FC) patterns within the brain. However, whether FC could be used as a potential biomar...
Humans Brain Female Support Vector Machine Magnetic Resonance Imaging Brain Mapping Multivariate Analysis Male Depressive Disorder, Major Adolescent
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Rapid and accurate identification of foodborne bacteria: a combined approach using confocal Raman micro-spectroscopy and explainable machine learning.

Analytical and bioanalytical chemistry Mar 29, 2025
This study proposes a rapid identification method for foodborne pathogens by combining Raman spectroscopy with explainable machine learning. Spectral data of nine common foodborne pathogens are collected using a laser confocal Raman spectrometer, and...
Machine Learning Foodborne Diseases Spectrum Analysis, Raman Algorithms Support Vector Machine Bacteria Food Microbiology
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Accurate prediction of mediolateral episiotomy risk during labor: development and verification of an artificial intelligence model.

BMC pregnancy and childbirth Mar 29, 2025
OBJECTIVE: The study developed an intelligent online evaluation system for mediolateral episiotomy, which incorporated machine learning algorithms and integrated maternal physiological data collected during delivery.
Risk Assessment China Logistic Models Support Vector Machine Labor, Obstetric Episiotomy Pregnancy Female Adult Humans Artificial Intelligence Machine Learning
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Footwork recognition and trajectory tracking in track and field based on image processing.

Scientific reports Mar 28, 2025
In track and field sports, footwork can greatly affect the effect and performance of sports. Accurate footwork can effectively improve the performance of professional athletes, and for ordinary trainers, it can reduce the probability of training inju...
Video Recording Track and Field Support Vector Machine Athletic Performance Athletes Female Male Adolescent Image Processing, Computer-Assisted Humans Algorithms
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Intelligent Bi-Dimensional Skin Biopsies of Rheumatoid Arthritis Based on Raman Spectral Imaging and Machine Learning.

Analytical chemistry Mar 27, 2025
Rheumatoid arthritis (RA) is one of the most common autoimmune diseases worldwide, characterized by its progressive and irreversible nature. Early diagnosis is crucial for delaying disease progression and optimizing treatment strategies. Existing dia...
Humans Machine Learning Arthritis, Rheumatoid Skin Spectrum Analysis, Raman Support Vector Machine Biopsy
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Machine Learning Models predicting Decompensation in Cirrhosis.

Journal of gastrointestinal and liver diseases : JGLD Mar 27, 2025
BACKGROUND AND AIMS: Decompensation of cirrhosis significantly decreases survival, thus, prevention of complications is paramount. We used machine learning techniques to identify parameters predicting decompensation.
Machine Learning Decision Support Techniques Databases, Factual Prognosis Retrospective Studies Prospective Studies Biomarkers Liver Cirrhosis Humans Bilirubin Female Male Support Vector Machine Proof of Concept Study Risk Factors Predictive Value of Tests Middle Aged Aged Risk Assessment
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Construction and validation of a predictive model for intracardiac thrombus risk in patients with dilated cardiomyopathy: a retrospective study.

BMC cardiovascular disorders Mar 27, 2025
BACKGROUND: Systemic embolic events due to exfoliation of intracardiac thrombus (ICT) are one of the catastrophic complications of dilated cardiomyopathy (DCM). This study intended to develop a prediction model to predict the risk of ICT in patients ...
Thrombosis Heart Diseases Cardiomyopathy, Dilated Adult Male Middle Aged Risk Assessment Support Vector Machine Predictive Value of Tests Reproducibility of Results Risk Factors Aged Prognosis Retrospective Studies Female Humans Decision Support Techniques
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Feature Selection in Breast Cancer Gene Expression Data Using KAO and AOA with SVM Classification.

Journal of medical systems Mar 26, 2025
Breast cancer classification using gene expression data presents significant challenges due to high dimensionality and complexity. This study introduces a novel hybrid framework integrating the Kashmiri Apple Optimization Algorithm (KAO) and the Arma...
Humans Algorithms Female Breast Neoplasms Gene Expression Profiling Support Vector Machine
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High precision banana variety identification using vision transformer based feature extraction and support vector machine.

Scientific reports Mar 26, 2025
Bananas, renowned for their delightful flavor, exceptional nutritional value, and digestibility, are among the most widely consumed fruits globally. The advent of advanced image processing, computer vision, and deep learning (DL) techniques has revol...
Fruit Musa Deep Learning Image Processing, Computer-Assisted Support Vector Machine
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Intelligent progress monitoring of healing wound tissues based on classification models.

Biomedical physics & engineering express Mar 26, 2025
The evolution of wound monitoring techniques has seen a significant shift from traditional methods like ruler-based measurements to the use of AI-assisted assessment of wound tissues. This progression has been driven by the need for more accurate, ef...
Decision Trees Bayes Theorem Wounds and Injuries Humans Support Vector Machine Wound Healing Artificial Intelligence Algorithms
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