AIMC Topic: Support Vector Machine

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Autism Spectrum Disorder and Atypical Brain Connectivity: Novel Insights from Brain Connectivity-Associated Genes by Combining Random Forest and Support Vector Machine Algorithm.

Omics : a journal of integrative biology Oct 17, 2024
It is estimated that approximately one in every 100 children is diagnosed with autism spectrum disorder (ASD) around the globe. Currently, there are no curative pharmacological treatments for ASD. Discoveries on key molecular mechanisms of ASD are es...
Humans Algorithms Autism Spectrum Disorder Transcriptome Support Vector Machine Brain Gene Expression Profiling Random Forest
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Machine learning algorithms to predict treatment success for patients with pulmonary tuberculosis.

PloS one Oct 16, 2024
Despite advancements in detection and treatment, tuberculosis (TB), an infectious illness caused by the Mycobacterium TB bacteria, continues to pose a serious threat to world health. The TB diagnosis phase includes a patient's medical history, physic...
Male Retrospective Studies Humans Female Middle Aged Support Vector Machine Tuberculosis, Pulmonary Machine Learning Adult Sputum Treatment Outcome Algorithms Antitubercular Agents Mycobacterium tuberculosis
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BCCHI-HCNN: Breast Cancer Classification from Histopathological Images Using Hybrid Deep CNN Models.

Journal of imaging informatics in medicine Oct 14, 2024
Breast cancer is the most common cancer in women globally, imposing a significant burden on global public health due to high death rates. Data from the World Health Organization show an alarming annual incidence of nearly 2.3 million new cases, drawi...
Humans Neural Networks, Computer Algorithms Support Vector Machine Decision Trees Principal Component Analysis Image Interpretation, Computer-Assisted Female Breast Neoplasms Deep Learning
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Determining domestic violence against women using machine learning methods: The case of Türkiye.

Journal of evaluation in clinical practice Oct 13, 2024
BACKGROUND: Domestic violence against women is a pervasive issue globally, representing a severe violation of human rights and a significant public health concern. The hidden nature of such violence and its frequent underreporting make it a critical ...
Support Vector Machine Bayes Theorem Domestic Violence Female Humans Risk Factors Young Adult Middle Aged Adult Machine Learning Logistic Models Algorithms Cross-Sectional Studies
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A support vector machine-based approach to guide the selection of a pseudo-reference region for brain PET quantification.

Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism Oct 13, 2024
A Support Vector Machine (SVM) based approach was developed to identify a pseudo-reference region for brain PET scans with the aim of reducing interscan and intersubject variability. By training a binary linear SVM classifier with PET datasets from t...
Humans Brain Female Middle Aged Support Vector Machine Radiopharmaceuticals Alzheimer Disease Aged Breast Neoplasms Male Aniline Compounds Positron-Emission Tomography Thiazoles
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Prediction of urban surface water quality scenarios using hybrid stacking ensembles machine learning model in Howrah Municipal Corporation, West Bengal.

Journal of environmental management Oct 13, 2024
In the pursuit of understanding surface water quality for sustainable urban management, we created a machine learning modeling framework that utilized Random Forest (RF), Cubist, Extreme Gradient Boosting (XGB), Multivariate Adaptive Regression Splin...
Support Vector Machine Machine Learning Water Quality India
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Dielectric spectroscopy technology combined with machine learning methods for nondestructive detection of protein content in fresh milk.

Journal of food science Oct 11, 2024
To quickly achieve nondestructive detection of protein content in fresh milk, this study utilized a network analyzer and an open coaxial probe to analyze the dielectric spectra of milk samples at 100 frequency points within the 2-20 GHz range, focusi...
Dielectric Spectroscopy Milk Proteins Algorithms Animals Cattle Least-Squares Analysis Milk Support Vector Machine Machine Learning Decision Trees
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Machine learning-aided microRNA discovery for olive oil quality.

PloS one Oct 11, 2024
MicroRNAs (miRNAs) are key regulators of gene expression in plants, influencing various biological processes such as oil quality and seed development. Although, our knowledge about miRNAs in olive (Olea europaea L.) is progressing, with several miRNA...
Support Vector Machine MicroRNAs Olea Machine Learning Olive Oil Gene Expression Regulation, Plant RNA, Plant
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Comparative study of machine learning approaches integrated with genetic algorithm for IVF success prediction.

PloS one Oct 11, 2024
INTRODUCTION: IVF is a widely-used assisted reproductive technology with a consistent success rate of around 30%, and improving this rate is crucial due to emotional, financial, and health-related implications for infertile couples. This study aimed ...
Male Fertilization in Vitro Support Vector Machine Pregnancy Female Adult Humans Neural Networks, Computer Machine Learning Algorithms
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Machine learning models for predicting treatment response in infantile epilepsies.

Epilepsy & behavior : E&B Oct 10, 2024
UNLABELLED: Epilepsy stands as one of the prevalent and significant neurological disorders, representing a critical healthcare challenge. Recently, machine learning techniques have emerged as versatile tools across various healthcare domains, encompa...
Epilepsy Anticonvulsants Drug Resistant Epilepsy Male Infant Child, Preschool Treatment Outcome Support Vector Machine Decision Trees Machine Learning Prognosis Female Humans
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