AIMC Topic: Dimensionality Reduction

Clear Filters Showing 11 to 14 of 14 articles

Dimensionality reduction of genetic data using contrastive learning.

Genetics Jan 7, 2026
We introduce a framework for using contrastive learning for dimensionality reduction on genetic datasets to create principal component analysis (PCA)-like population visualizations. Contrastive learning is a self-supervised deep learning method that ...
Humans Neural Networks, Computer Algorithms Animals Deep Learning Polymorphism, Single Nucleotide Principal Component Analysis Dimensionality Reduction
View on PubMed DOI

Optimizing Dementia Diagnosis Through Distance-Correlation Feature Space and Dimensionality Reduction.

International journal of neural systems Sep 1, 2025
The reduction of dimensionality in machine learning and artificial intelligence problems constitutes a pivotal element in the simplification of models, significantly enhancing both their performance and execution time. This process enables the genera...
Humans Artificial Intelligence Machine Learning Algorithms Dementia Dimensionality Reduction
View on PubMed DOI

Revisiting Abnormalities of Ventricular Depolarization: Redefining Phenotypes and Associated Outcomes Using Tree-Based Dimensionality Reduction.

Journal of the American Heart Association Jul 1, 2025
BACKGROUND: Abnormal ventricular depolarization, evident as a broad QRS complex on an ECG, is traditionally categorized into left bundle-branch block (LBBB) and right bundle-branch block or nonspecific intraventricular conduction delay. This categori...
Humans Phenotype Female Aged Male Middle Aged Electrocardiography Action Potentials Unsupervised Machine Learning Heart Ventricles Bundle-Branch Block Dimensionality Reduction
View on PubMed DOI

A machine learning multimodal profiling of Per- and Polyfluoroalkyls (PFAS) distribution across animal species organs via clustering and dimensionality reduction techniques.

Food research international (Ottawa, Ont.) Jun 1, 2025
Per- and polyfluoroalkyl substances (PFAS) contamination in aquatic and terrestrial organisms poses significant environmental and health risks. This study quantified 15 PFAS compounds across various tissues (liver, kidney, gill, muscle, skin, lung, b...
Machine Learning Animals Birds Livestock Environmental Monitoring Food Contamination Water Pollutants, Chemical Cluster Analysis Liver Fluorocarbons Fishes Tissue Distribution Dimensionality Reduction
View on PubMed DOI
Popular Topics
Recent Journals