AIMC Topic: Support Vector Machine

Clear Filters Showing 111 to 120 of 4812 articles

Advancing breast cancer prediction: Comparative analysis of ML models and deep learning-based multi-model ensembles on original and synthetic datasets.

PloS one Jun 18, 2025
Breast cancer is a significant global health concern with rising incidence and mortality rates. Current diagnostic methods face challenges, necessitating improved approaches. This study employs various machine learning (ML) algorithms, including KNN,...
Deep Learning Support Vector Machine Algorithms Female Humans Breast Neoplasms Machine Learning
View on PubMed DOI

Machine learning-based drought prediction using Palmer Drought Severity Index and TerraClimate data in Ethiopia.

PloS one Jun 18, 2025
Accurate drought prediction is essential for proactive water management and agricultural planning, especially in regions like Ethiopia that are highly susceptible to climate variability. This study investigates the classification of the Palmer Drough...
Machine Learning Soil Support Vector Machine Ethiopia Droughts
View on PubMed DOI

Machine learning driven dashboard for chronic myeloid leukemia prediction using protein sequences.

PloS one Jun 18, 2025
The prevalence of Leukaemia, a malignant blood cancer that originates from hematopoietic progenitor cells, is increasing in Southeast Asia, with a worrisome fatality rate of 54%. Predicting outcomes in the early stages is vital for improving the chan...
Leukemia, Myelogenous, Chronic, BCR-ABL Positive Support Vector Machine Amino Acid Sequence Proto-Oncogene Proteins c-bcl-2 Humans Machine Learning
View on PubMed DOI

Enhanced cardiovascular risk prediction in the Western Pacific: A machine learning approach tailored to the Malaysian population.

PloS one Jun 17, 2025
BACKGROUND: Cardiovascular disease (CVD) is a significant public health challenge in the Western Pacific region, including Malaysia.
Adult Humans Male Cardiovascular Diseases Machine Learning Malaysia Risk Factors Algorithms Middle Aged Bayes Theorem Aged Female Risk Assessment Heart Disease Risk Factors Support Vector Machine
View on PubMed DOI

Linear and nonlinear features of EEG microstate associated with insomnia.

Sleep medicine Jun 16, 2025
BACKGROUND: Numerous studies have revealed abnormalities in EEG microstate in insomnia, primarily quantified using linear features, whereas nonlinear metrics remain underexplored. This study aimed to compare linear and nonlinear features and further ...
Nonlinear Dynamics Female Humans Sleep Initiation and Maintenance Disorders Young Adult Machine Learning Entropy Male Adult Support Vector Machine Electroencephalography
View on PubMed DOI

Machine learning strategies for multi-label pre-diagnosis of diseases with superficial data.

Computer methods and programs in biomedicine Jun 16, 2025
BACKGROUND AND OBJECTIVE: General practice (GP) pre-diagnosis, a key task in disease triage, directs patients to suitable departments despite limited data and multi-label classification challenges. To address this issue, a framework with dimensionali...
Humans Neural Networks, Computer Machine Learning Diagnosis, Computer-Assisted Support Vector Machine General Practice Algorithms Retrospective Studies Electronic Health Records
View on PubMed DOI

High-Sensitivity Detection of C-Peptide Biomarker for Diabetes by Solid-State Nanopore Using Machine Learning Identification.

The journal of physical chemistry letters Jun 15, 2025
Accurate and early detection of C-peptide, a stable biomarker indicative of diabetes, is crucial for disease diagnosis, treatment, and prevention. This study explores a novel detection methodology using solid-state nanopore technology coupled with ma...
C-Peptide Humans Nanopores Diabetes Mellitus Machine Learning Biomarkers Support Vector Machine Animals Cattle
View on PubMed DOI

Robust Multiclass Feature Selection for the Authentication of Honey Botanical Origin via Nontargeted LC-MS Analysis.

Analytical chemistry Jun 11, 2025
Honey is one of the most frequently frauded foods due to the high market price of certain kinds of monofloral honey. Traditional authentication methods involving pollen or targeted analysis have limitations that can be manipulated by fraudsters. Nont...
Support Vector Machine Mass Spectrometry Chromatography, Liquid Liquid Chromatography-Mass Spectrometry Honey Machine Learning
View on PubMed DOI

Explainable machine learning model for predicting internal mammary node metastasis in breast cancer: Multi-method development and cross-cohort validation.

Breast (Edinburgh, Scotland) Jun 9, 2025
BACKGROUND: This study developed an explainable machine learning model for baseline internal mammary lymph node metastasis (IMNM) in breast cancer patients.
Aged Adult Breast Neoplasms Machine Learning Female Logistic Models Lymph Nodes Support Vector Machine Middle Aged Risk Assessment Cohort Studies SEER Program Humans Lymphatic Metastasis Neoplasm Staging
View on PubMed DOI

BanglaNewsClassifier: A machine learning approach for news classification in Bangla Newspapers using hybrid stacking classifiers.

PloS one Jun 9, 2025
Bangla news floods the web, and the need for smarter and more efficient classification techniques is greater than ever. Previous studies mostly focused on traditional models, overlooking the potential of hybrid techniques to handle the ever-growing c...
Support Vector Machine Algorithms Humans Newspapers as Topic Language Machine Learning Deep Learning
View on PubMed DOI
Popular Topics
Recent Journals