AIMC Topic: Support Vector Machine

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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 Humans Neural Networks, Computer Support Vector Machine Machine Learning Accidents, Traffic Algorithms Automobile Driving Face
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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...
Adult Male Embryo Transfer Support Vector Machine Reproductive Techniques, Assisted Infertility Neural Networks, Computer Humans Machine Learning Pregnancy Female
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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...
Thrombectomy Prospective Studies Ischemic Stroke Humans Female Registries Stroke Male Machine Learning Aged Middle Aged Aged, 80 and over Outcome Assessment, Health Care Treatment Outcome Endovascular Procedures Support Vector Machine
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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...
Male Middle Aged Ultrasonography ROC Curve Support Vector Machine Cholesterol Follow-Up Studies Gallbladder Neoplasms Adenoma Polyps Diagnosis, Differential Retrospective Studies Humans Female Machine Learning Aged Prognosis Adult
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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...
Biosensing Techniques Support Vector Machine Kinetics Saliva Algorithms SARS-CoV-2 ROC Curve Aptamers, Nucleotide Humans Neural Networks, Computer Machine Learning COVID-19
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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...
Diagnosis, Differential Pancreatic Neoplasms Endosonography Neuroendocrine Tumors Middle Aged Deep Learning Nomograms Support Vector Machine Female Aged Adult Male Humans Algorithms Retrospective Studies
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Research on noise-induced hearing loss based on functional and structural MRI using machine learning methods.

Scientific reports Jan 26, 2025
Noise-induced hearing loss (NIHL) is a common occupational condition. The aim of this study was to develop a classification model for NIHL on the basis of both functional magnetic resonance imaging (fMRI) and structural magnetic resonance imaging (sM...
Adult Male Middle Aged ROC Curve Support Vector Machine Humans Machine Learning Brain Female Magnetic Resonance Imaging Gray Matter Hearing Loss, Noise-Induced
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Sexual dimorphism of the humerus bones in a French sample: comparison of several statistical models including machine learning models.

International journal of legal medicine Jan 25, 2025
Sex estimation is an important part of skeletal analysis and forensic identification. Traditionally pelvic traits are utilized for accurate sex estimation. However, the long bones, especially humerus, have been proved to be as effective for determine...
Female Young Adult Adult Male Humans Neural Networks, Computer Machine Learning Discriminant Analysis France Sex Determination by Skeleton Humerus Forensic Anthropology Middle Aged Logistic Models Support Vector Machine Models, Statistical
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Optimized Adaboost Support Vector Machine-Based Encryption for Securing IoT-Cloud Healthcare Data.

Sensors (Basel, Switzerland) Jan 25, 2025
The Internet of Things (IoT) connects various medical devices that enable remote monitoring, which can improve patient outcomes and help healthcare providers deliver precise diagnoses and better service to patients. However, IoT-based healthcare mana...
Humans Cloud Computing Boosting Machine Learning Algorithms Algorithms Support Vector Machine Delivery of Health Care Confidentiality Internet of Things Computer Security
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Age group classification based on optical measurement of brain pulsation using machine learning.

Scientific reports Jan 25, 2025
Optical techniques, such as functional near-infrared spectroscopy (fNIRS), contain high potential for the development of non-invasive wearable systems for evaluating cerebral vascular condition in aging, due to their portability and ability to monito...
Cerebrovascular Circulation Young Adult Adult Male Aging Machine Learning Humans Support Vector Machine Brain Age Factors Middle Aged Female Magnetic Resonance Imaging Spectroscopy, Near-Infrared Aged
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