AIMC Topic: Support Vector Machine

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Label-Free Surface-Enhanced Raman Spectroscopy with Machine Learning for the Diagnosis of Thyroid Cancer by Using Fine-Needle Aspiration Liquid Samples.

Biosensors Jul 31, 2024
The incidence of thyroid cancer is increasing worldwide. Fine-needle aspiration (FNA) cytology is widely applied with the use of extracted biological cell samples, but current FNA cytology is labor-intensive, time-consuming, and can lead to the risk ...
Algorithms Humans Thyroid Neoplasms Support Vector Machine Neural Networks, Computer Spectrum Analysis, Raman Machine Learning Liquid Biopsy Principal Component Analysis Biopsy, Fine-Needle Metal Nanoparticles Discriminant Analysis Silver
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Artificial intelligence to predict pre-clinical dental student academic performance based on pre-university results: A preliminary study.

Journal of dental education Jul 30, 2024
PURPOSE/OBJECTIVES: Admission into dental school involves selecting applicants for successful completion of the course. This study aimed to predict the academic performance of Kulliyyah of Dentistry, International Islamic University Malaysia pre-clin...
School Admission Criteria Students, Dental Schools, Dental Malaysia Decision Trees Machine Learning Male Education, Dental Algorithms Academic Performance Educational Measurement Forecasting Humans Support Vector Machine Female Artificial Intelligence
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Predicting recurrent gestational diabetes mellitus using artificial intelligence models: a retrospective cohort study.

Archives of gynecology and obstetrics Jul 30, 2024
BACKGROUND: We aimed to develop novel artificial intelligence (AI) models based on early pregnancy features to forecast the likelihood of recurrent gestational diabetes mellitus (GDM) before 14 weeks of gestation in subsequent pregnancies.
Algorithms Retrospective Studies Humans Artificial Intelligence Diabetes, Gestational Cohort Studies Pregnancy Recurrence Logistic Models Female Support Vector Machine Adult Decision Trees
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A SAR and QSAR study on 3CLpro inhibitors of SARS-CoV-2 using machine learning methods.

SAR and QSAR in environmental research Jul 30, 2024
The 3C-like Proteinase (3CLpro) of novel coronaviruses is intricately linked to viral replication, making it a crucial target for antiviral agents. In this study, we employed two fingerprint descriptors (ECFP_4 and MACCS) to comprehensively character...
Betacoronavirus Coronavirus 3C Proteases Quantitative Structure-Activity Relationship Protease Inhibitors Cysteine Endopeptidases Machine Learning Antiviral Agents Support Vector Machine COVID-19 SARS-CoV-2
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Extended dipeptide composition framework for accurate identification of anticancer peptides.

Scientific reports Jul 29, 2024
The identification of anticancer peptides (ACPs) is crucial, especially in the development of peptide-based cancer therapy. The classical models such as Split Amino Acid Composition (SAAC) and Pseudo Amino Acid Composition (PseAAC) lack the incorpora...
Machine Learning Algorithms Reproducibility of Results Support Vector Machine Dipeptides Antineoplastic Agents Computational Biology Humans
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QCL Infrared Spectroscopy Combined with Machine Learning as a Useful Tool for Classifying Acetaminophen Tablets by Brand.

Molecules (Basel, Switzerland) Jul 28, 2024
The development of new methods of identification of active pharmaceutical ingredients (API) is a subject of paramount importance for research centers, the pharmaceutical industry, and law enforcement agencies. Here, a system for identifying and class...
Support Vector Machine Principal Component Analysis Tablets Acetaminophen Neural Networks, Computer Spectrophotometry, Infrared Machine Learning Algorithms
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Machine learning allows robust classification of visceral fat in women with obesity using common laboratory metrics.

Scientific reports Jul 27, 2024
The excessive accumulation and malfunctioning of visceral adipose tissue (VAT) is a major determinant of increased risk of obesity-related comorbidities. Thus, risk stratification of people living with obesity according to their amount of VAT is of c...
Aged Adult Middle Aged Support Vector Machine Humans Machine Learning Female Intra-Abdominal Fat Obesity Decision Trees Absorptiometry, Photon
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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 Machine Learning Algorithms Magnetic Resonance Imaging Reproducibility of Results Image Interpretation, Computer-Assisted Brain Neoplasms Support Vector Machine
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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 Female Adult Male Principal Component Analysis Deep Learning Humans Gait Support Vector Machine Algorithms
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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...
Female Depressive Disorder, Major Gene Expression Profiling Transcriptome Humans Machine Learning Support Vector Machine Databases, Genetic Protein Interaction Maps Mitochondria Gene Regulatory Networks Polycystic Ovary Syndrome Computational Biology
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