AIMC Topic: Support Vector Machine

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A comparison of different machine learning classifiers in predicting xerostomia and sticky saliva due to head and neck radiotherapy using a multi-objective, multimodal radiomics model.

Biomedical physics & engineering express Feb 6, 2025
. Although radiotherapy techniques are a primary treatment for head and neck cancer (HNC), they are still associated with substantial toxicity and side effects. Machine learning (ML) based radiomics models for predicting toxicity mostly rely on featu...
Humans Machine Learning Tomography, X-Ray Computed Male Middle Aged Head and Neck Neoplasms Support Vector Machine Female Aged Adult Radiomics Magnetic Resonance Imaging Bayes Theorem Saliva Xerostomia
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Using near-infrared hyperspectral imaging combined with machine learning to predict the components and the origin of Radix Paeoniae Rubra.

Analytical methods : advancing methods and applications Feb 6, 2025
The efficacy and safety of drugs are closely related to the geographical origin and quality of the raw materials. This study focuses on using near-infrared hyperspectral imaging (NIR-HSI) combined with machine learning algorithms to construct content...
Machine Learning Hyperspectral Imaging Algorithms Monoterpenes Principal Component Analysis Spectroscopy, Near-Infrared Paeonia Drugs, Chinese Herbal Support Vector Machine Least-Squares Analysis Glucosides
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Machine learning-based analyzing earthquake-induced slope displacement.

PloS one Feb 6, 2025
Accurately evaluating earthquake-induced slope displacement is a key factor for designing slopes that can effectively respond to seismic activity. This study evaluates the capabilities of various machine learning models, including artificial neural n...
Support Vector Machine Humans Earthquakes Neural Networks, Computer Machine Learning
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Integrating machine learning for treatment decisions in anterior open bite orthodontic cases: A retrospective study.

Journal of the World federation of orthodontists Jan 31, 2025
INTRODUCTION: This article explores the integration of machine learning (ML) algorithms to aid in treatment planning and extraction decisions for anterior open bite cases, leveraging demographic, clinical, and radiographic data to predict treatment o...
Clinical Decision-Making Female Young Adult Adult Neural Networks, Computer Humans Machine Learning Algorithms Tooth Extraction Retrospective Studies Support Vector Machine Patient Care Planning Open Bite Cephalometry Male Adolescent Child Treatment Outcome
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Real-Time Driver Drowsiness Detection Using Facial Analysis and Machine Learning Techniques.

Sensors (Basel, Switzerland) Jan 29, 2025
Drowsy driving poses a significant challenge to road safety worldwide, contributing to thousands of accidents and fatalities annually. Despite advancements in driver drowsiness detection (DDD) systems, many existing methods face limitations such as i...
Sleep Stages Support Vector Machine Humans Accidents, Traffic Neural Networks, Computer Automobile Driving Machine Learning Face Algorithms
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An intelligent decision-making system for embryo transfer in reproductive technology: a machine learning-based approach.

Systems biology in reproductive medicine Jan 28, 2025
Infertility has emerged as a significant public health concern, with assisted reproductive technology (ART) is a last-resort treatment option. However, ART's efficacy is limited by significant financial cost and physical discomfort. The aim of this s...
Support Vector Machine Reproductive Techniques, Assisted Infertility Female Humans Adult Neural Networks, Computer Machine Learning Male Pregnancy Embryo Transfer
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Predictive models of clinical outcome of endovascular treatment for anterior circulation stroke using machine learning.

Journal of neuroscience methods Jan 28, 2025
BACKGROUND AND PURPOSE: Mechanical Thrombectomy (MT) has recently become the standard of care for anterior circulation stroke with large vessel occlusion, but predictive factors of successful MT are still not clearly defined. To tailor treatment indi...
Male Middle Aged Treatment Outcome Support Vector Machine Prospective Studies Female Endovascular Procedures Aged Humans Thrombectomy Ischemic Stroke Aged, 80 and over Machine Learning Registries Stroke Outcome Assessment, Health Care
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Establishing a preoperative predictive model for gallbladder adenoma and cholesterol polyps based on machine learning: a multicentre retrospective study.

World journal of surgical oncology Jan 28, 2025
BACKGROUND: With the rising diagnostic rate of gallbladder polypoid lesions (GPLs), differentiating benign cholesterol polyps from gallbladder adenomas with a higher preoperative malignancy risk is crucial. This study aimed to establish a preoperativ...
ROC Curve Support Vector Machine Follow-Up Studies Adenoma Diagnosis, Differential Cholesterol Gallbladder Neoplasms Polyps Adult Male Humans Middle Aged Machine Learning Prognosis Ultrasonography Retrospective Studies Female Aged
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Comparative Analysis of Machine Learning Algorithms Used for Translating Aptamer-Antigen Binding Kinetic Profiles to Diagnostic Decisions.

ACS sensors Jan 27, 2025
Current approaches for classifying biosensor data in diagnostics rely on fixed decision thresholds based on receiver operating characteristic (ROC) curves, which can be limited in accuracy for complex and variable signals. To address these limitation...
Saliva Aptamers, Nucleotide Biosensing Techniques Support Vector Machine Kinetics Humans Neural Networks, Computer Machine Learning COVID-19 Algorithms SARS-CoV-2 ROC Curve
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An endoscopic ultrasound-based interpretable deep learning model and nomogram for distinguishing pancreatic neuroendocrine tumors from pancreatic cancer.

Scientific reports Jan 27, 2025
To retrospectively develop and validate an interpretable deep learning model and nomogram utilizing endoscopic ultrasound (EUS) images to predict pancreatic neuroendocrine tumors (PNETs). Following confirmation via pathological examination, a retrosp...
Neuroendocrine Tumors Support Vector Machine Diagnosis, Differential Pancreatic Neoplasms Endosonography Humans Male Middle Aged Female Deep Learning Algorithms Aged Nomograms Retrospective Studies Adult
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