AIMC Topic: Support Vector Machine

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Machine learning based workflow for (micro)plastic spectral reconstruction and classification.

Chemosphere Dec 3, 2024
With the advancement of artificial intelligence, it is foreseeable that computer-assisted identification of microplastics (MPs) will become increasingly widespread. Therefore, exploring a machine learning-based workflow to facilitate the identificati...
Neural Networks, Computer Support Vector Machine Workflow Microplastics Machine Learning Algorithms Environmental Monitoring
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Cytokine profiles as predictors of HIV incidence using machine learning survival models and statistical interpretable techniques.

Scientific reports Dec 2, 2024
HIV remains a critical global health issue, with an estimated 39.9 million people living with the virus worldwide by the end of 2023 (according to WHO). Although the epidemic's impact varies significantly across regions, Africa remains the most affec...
Machine Learning Cytokines Female Humans Incidence Support Vector Machine Proportional Hazards Models Adult Male HIV Infections
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Accurate prediction of colorectal cancer diagnosis using machine learning based on immunohistochemistry pathological images.

Scientific reports Dec 2, 2024
Colorectal cancer (CRC) ranks as the third most prevalent tumor and the second leading cause of mortality. Early and accurate diagnosis holds significant importance in enhancing patient treatment and prognosis. Machine learning technology and bioinfo...
Computational Biology Proteomics Support Vector Machine Humans Immunohistochemistry Algorithms Machine Learning Colorectal Neoplasms Biomarkers, Tumor
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Machine learning and regression in the management of runoff in bauxite mines under rehabilitation.

Environmental science and pollution research international Dec 2, 2024
Accurate and reliable forecasting of monthly runoff considering several years of rehabilitation helps in planning and managing the water resources system of bauxite mining areas. A combination of linear regression models and artificial intelligence w...
Mining Aluminum Oxide Support Vector Machine Linear Models Machine Learning Environmental Monitoring
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Diabetic retinopathy detection via deep learning based dual features integrated classification model.

Technology and health care : official journal of the European Society for Engineering and Medicine Dec 1, 2024
BackgroundThe primary recognition of diabetic retinopathy (DR) is a pivotal requirement to prevent blindness and vision impairment. This deadly condition is identified by highly qualified professionals by examining colored retinal images.ObjectiveThe...
Image Interpretation, Computer-Assisted Humans Diabetic Retinopathy Algorithms Deep Learning Support Vector Machine Fundus Oculi
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The development of classification-based machine-learning models for the toxicity assessment of chemicals associated with plastic packaging.

Journal of hazardous materials Nov 30, 2024
Assessing chemical toxicity in materials like plastic packaging is critical to safeguarding public health. This study presents the development of classification-based machine learning models to predict the toxicity of chemicals associated with plasti...
Support Vector Machine Plastics Toxicity Tests Humans Machine Learning Hazardous Substances Product Packaging
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Assessing the performance of machine learning algorithms for analyzing land use changes in the Hyrcanian forests of Iran.

Environmental science and pollution research international Nov 30, 2024
Land use changes are of critical importance in understanding and managing environmental sustainability and resource utilization. Machine learning algorithms (MLAs) have emerged as powerful tools for analyzing and predicting land use changes, offering...
Machine Learning Algorithms Environmental Monitoring Support Vector Machine Forests Iran Conservation of Natural Resources
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XGBoost as a reliable machine learning tool for predicting ancestry using autosomal STR profiles - Proof of method.

Forensic science international. Genetics Nov 29, 2024
The aim of this study was to test the validity of a predictive model of ancestry affiliation based on Short Tandem Repeat (STR) profiles. Frequencies of 29 genetic markers from the Promega website for four distinct population groups (African American...
Machine Learning Support Vector Machine Decision Trees Humans Microsatellite Repeats Genetics, Population Racial Groups DNA Fingerprinting Boosting Machine Learning Algorithms
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Combining MRI radiomics and clinical features for early identification of drug-resistant epilepsy in people with newly diagnosed epilepsy.

Epilepsy & behavior : E&B Nov 29, 2024
OBJECTIVE: To identify newly diagnosed patients with drug-resistant epilepsy (DRE) based on radiomics and clinical features.
Support Vector Machine Magnetic Resonance Imaging Drug Resistant Epilepsy Adult Sensitivity and Specificity Machine Learning Adolescent Radiomics Female Child Humans Male Young Adult Middle Aged Deep Learning
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Relationship of Community Mobility, Vital Space, and Faller Status in Older Adults.

Sensors (Basel, Switzerland) Nov 29, 2024
UNLABELLED: Community mobility, encompassing both active (e.g., walking) and passive (e.g., driving) transport, plays a crucial role in maintaining autonomy and social interaction among older adults. This study aimed to quantify community mobility in...
Geographic Information Systems Aged Walking Humans Accelerometry Female Aged, 80 and over Accidental Falls Male Independent Living Support Vector Machine
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