Tag

Unsupervised Learning

All articles tagged with #unsupervised learning

Unsupervised AI Reveals Hidden Precursors to Some Major Earthquakes
science1 month ago

Unsupervised AI Reveals Hidden Precursors to Some Major Earthquakes

Researchers used unsupervised machine learning to group earthquakes into interacting “families” and identify three key precursor traits—stronger clustering, greater localization, and increased stress release—that sometimes appear weeks to months before large quakes (e.g., Kahramanmaraş, Iquique, L’Aquila). The method did not detect such signals for all earthquakes (notably Amatrice and Noto), highlighting both promise for real-time forecasting and the limits of deterministic prediction. The approach, tested prospectively within regions, aims to improve monitoring and understanding of when preparatory phases emerge.

Scientists Unveil New Brain Map Revealing How Decisions Are Made
neuroscience11 months ago

Scientists Unveil New Brain Map Revealing How Decisions Are Made

The study uses an innovative deep learning method to analyze neural population activity during perceptual decisions in rats, revealing a transition from input-driven evidence accumulation to autonomous decision commitment, characterized by a shift in neural modes and dynamics that are not fully explained by existing attractor hypotheses, and proposing a simplified model (MMDDM) that captures these complex neural processes and their behavioral correlates.