AIMC Topic: Support Vector Machine

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AG-MSTLN-EL: A Multi-source Transfer Learning Approach to Brain Tumor Detection.

Journal of imaging informatics in medicine Jul 26, 2024
The analysis of medical images (MI) is an important part of advanced medicine as it helps detect and diagnose various diseases early. Classifying brain tumors through magnetic resonance imaging (MRI) poses a challenge demanding accurate models for ef...
Humans Image Interpretation, Computer-Assisted Brain Neoplasms Support Vector Machine Magnetic Resonance Imaging Machine Learning Algorithms Reproducibility of Results
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Enhancing gait recognition by multimodal fusion of mobilenetv1 and xception features via PCA for OaA-SVM classification.

Scientific reports Jul 26, 2024
Gait recognition has become an increasingly promising area of research in the search for noninvasive and effective methods of person identification. Its potential applications in security systems and medical diagnosis make it an exciting field with w...
Pattern Recognition, Automated Support Vector Machine Principal Component Analysis Gait Humans Male Algorithms Deep Learning Female Adult
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Potential Shared Mitochondrial-Related Gene Signatures and Molecular Mechanisms Between Polycystic Ovary Syndrome (PCOS) and Major Depressive Disorder (MDD): Evidence from Transcriptome Data and Machine Learning.

Molecular biotechnology Jul 24, 2024
Polycystic ovary syndrome (PCOS) is strongly associated with major depressive disorder (MDD), but the shared pathophysiological mechanisms between them are ambiguous, and the aim of this study was to explore the shared genetic features and associated...
Depressive Disorder, Major Gene Expression Profiling Transcriptome Support Vector Machine Humans Protein Interaction Maps Mitochondria Databases, Genetic Machine Learning Gene Regulatory Networks Polycystic Ovary Syndrome Female Computational Biology
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Machine learning for accurate detection of small airway dysfunction-related respiratory changes: an observational study.

Respiratory research Jul 24, 2024
BACKGROUND: The use of machine learning(ML) methods would improve the diagnosis of small airway dysfunction(SAD) in subjects with chronic respiratory symptoms and preserved pulmonary function(PPF). This paper evaluated the performance of several ML a...
Spirometry Oscillometry Female Aged Adult Lung Support Vector Machine Male Middle Aged Humans Machine Learning
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Interpretable machine learning for dermatological disease detection: Bridging the gap between accuracy and explainability.

Computers in biology and medicine Jul 23, 2024
Research on disease detection by leveraging machine learning techniques has been under significant focus. The use of machine learning techniques is important to detect critical diseases promptly and provide the appropriate treatment. Disease detectio...
Machine Learning Female Male Humans Diagnosis, Computer-Assisted Support Vector Machine Skin Diseases
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Groundwater salinity modeling and mapping using machine learning approaches: a case study in Sidi Okba region, Algeria.

Environmental science and pollution research international Jul 23, 2024
The groundwater salinization process complexity and the lack of data on its controlling factors are the main challenges for accurate predictions and mapping of aquifer salinity. For this purpose, effective machine learning (ML) methodologies are empl...
Machine Learning Models, Theoretical Groundwater Environmental Monitoring Support Vector Machine Salinity Algeria
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A stacking ensemble model for predicting the occurrence of carotid atherosclerosis.

Frontiers in endocrinology Jul 23, 2024
BACKGROUND: Carotid atherosclerosis (CAS) is a significant risk factor for cardio-cerebrovascular events. The objective of this study is to employ stacking ensemble machine learning techniques to enhance the prediction of CAS occurrence, incorporatin...
Carotid Artery Diseases Aged Male Middle Aged Prognosis Humans Risk Assessment Female Machine Learning Cohort Studies Risk Factors Algorithms Support Vector Machine
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Computational Insights into Reproductive Toxicity: Clustering, Mechanism Analysis, and Predictive Models.

International journal of molecular sciences Jul 22, 2024
Reproductive toxicity poses significant risks to fertility and progeny health, making its identification in pharmaceutical compounds crucial. In this study, we conducted a comprehensive in silico investigation of reproductive toxic molecules, identif...
Animals Computational Biology Support Vector Machine Phthalic Acids Cluster Analysis Reproduction Humans Computer Simulation
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Machine learning analysis of lab tests to predict bariatric readmissions.

Scientific reports Jul 22, 2024
The purpose of this study was to develop a machine learning model for predicting 30-day readmission after bariatric surgery based on laboratory tests. Data were collected from patients who underwent bariatric surgery between 2018 and 2023. Laboratory...
Adult Male Humans Bariatric Surgery Middle Aged Machine Learning Patient Readmission Female ROC Curve Support Vector Machine
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Endobronchial Ultrasound-Based Support Vector Machine Model for Differentiating between Benign and Malignant Mediastinal and Hilar Lymph Nodes.

Respiration; international review of thoracic diseases Jul 22, 2024
INTRODUCTION: The aim of the study was to establish an ultrasonographic radiomics machine learning model based on endobronchial ultrasound (EBUS) to assist in diagnosing benign and malignant mediastinal and hilar lymph nodes (LNs).
Female Aged Adult Humans Retrospective Studies Mediastinum Lung Neoplasms Bronchoscopy Lymph Nodes Male Diagnosis, Differential Support Vector Machine Middle Aged Endosonography Lymphatic Metastasis ROC Curve
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