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uniform manifold approximation and projection

technology1 mentionslast seen Oct 19, 2026

Machine learning technique for automated evaluation of spectroscopic data.

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automated end-stationimplementsuniform manifold approximation and projection85% confidence1 source

uniform manifold approximation and projection

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automated end-stationimplementsuniform manifold approximation and projection

85% confidence1 supporting mentions

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preprintarXivOct 8, 2026Automated end-station at the soft X-ray beamline featuring robotic air-to-ultrahigh-vacuum sample transfer, scanning probe spectroscopy, and machine learning analysis
automated evaluation using machine learning techniques such as principal-component analysis, multidimensional scaling, t-distributed stochastic neighbour embedding, and uniform manifold approximation and projection