AIMC Topic: Support Vector Machine

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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 Support Vector Machine Biopsy Skin Machine Learning Arthritis, Rheumatoid Spectrum Analysis, Raman
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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.
Prognosis Middle Aged Retrospective Studies Risk Assessment Support Vector Machine Female Liver Cirrhosis Predictive Value of Tests Databases, Factual Risk Factors Humans Bilirubin Proof of Concept Study Aged Prospective Studies Machine Learning Male Decision Support Techniques Biomarkers
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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 ...
Support Vector Machine Predictive Value of Tests Thrombosis Heart Diseases Cardiomyopathy, Dilated Male Middle Aged Risk Assessment Risk Factors Aged Adult Prognosis Humans Retrospective Studies Decision Support Techniques Female Reproducibility of Results
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Robust one-class support vector machine.

Neural networks : the official journal of the International Neural Network Society Mar 26, 2025
One-Class Support Vector Machine (OCSVM) is an effective algorithm in one-class classification task. However, it exhibits sensitivity to noise and outliers. Current solutions often employ bounded loss functions that impose finite but relatively large...
Humans Neural Networks, Computer Algorithms Support Vector Machine
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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 Support Vector Machine Breast Neoplasms Gene Expression Profiling
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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...
Musa Image Processing, Computer-Assisted Support Vector Machine Fruit Deep Learning
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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...
Algorithms Support Vector Machine Wound Healing Humans Artificial Intelligence Decision Trees Bayes Theorem Wounds and Injuries
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Thyroid nodule classification in ultrasound imaging using deep transfer learning.

BMC cancer Mar 25, 2025
BACKGROUND: The accurate diagnosis of thyroid nodules represents a critical and frequently encountered challenge in clinical practice, necessitating enhanced precision in diagnostic methodologies. In this study, we investigate the predictive efficacy...
Middle Aged Deep Learning Ultrasonography Thyroid Nodule Support Vector Machine Aged Adult Male Neural Networks, Computer Retrospective Studies Female Humans
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Multi-center study: ultrasound-based deep learning features for predicting Ki-67 expression in breast cancer.

Scientific reports Mar 25, 2025
Applying deep learning algorithms to mine ultrasound features of breast cancer and construct a machine learning model that accurately predicts Ki-67 expression level. This multi-center retrospective study analyzed clinical and ultrasound data from 92...
Humans Algorithms Adult Breast Neoplasms Middle Aged Deep Learning Retrospective Studies Female Aged Ki-67 Antigen Ultrasonography Support Vector Machine Ultrasonography, Mammary
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Multiscale analysis of heart sound signals in the wavelet domain for heart murmur detection.

Scientific reports Mar 25, 2025
A heart murmur is an atypical sound produced by blood flow through the heart. It can indicate a serious heart condition, so detecting heart murmurs is critical for identifying and managing cardiovascular diseases. However, current methods for identif...
Phonocardiography Support Vector Machine Signal Processing, Computer-Assisted Wavelet Analysis Heart Auscultation Humans Heart Sounds Algorithms Heart Murmurs
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