⌘+K

Pulse Explore Communities Researchers Journals

Home Communities Explore

January 1, 2025Journal of Analytical Atomic SpectrometryOpen Access

Exploring High-Dimensional LA-ICP-TOFMS Data with Uniform Manifold Approximation and Projection (UMAP)

Katharina Kronenberg Hennes Rave Nassim Ghaffari‐Tabrizi‐Wizsy Danaë Nyckees Matthias Elinkmann Dalial Freitak Lars Linsen Raquel González de Vega David Clases

View Full Paper

Ask AI

Bookmark

Share

Key Points

UMAP successfully analyzes high-dimensional data in LA-ICP-TOFMS, enhancing visual representation.
Using UMAP improves insights from mass spectral imaging datasets, facilitating data exploration.
High-dimensional data visualization is critical in mass spectral imaging, indicating UMAP's utility.
Laser ablation techniques coupled with UMAP demonstrate innovative approaches to data analysis.

Implication

Analysis of high-dimensional LA-ICP-TOFMS data reveals spectral insights, suggesting UMAP is effective for visualization.

Abstract

No abstract yet. The journal hasn't published one we can show.

Discussion

No takes yet. Share an insight, caveat, or question.

Cite This Study

Kronenberg et al. (2025) studied this question.

synapsesocial.com/papers/68d469d631b076d99fa66dd3 https://doi.org/10.1039/d5ja00215j

View Full Paper

Ask AI

Bookmark

Share

Keep reading

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1Exploring High-Dimensional LA-ICP-TOFMS Data with Uniform Manifold Approximation and Projection (UMAP)other · 2025 · 8 citations
2Maximum likelihood principal component analysis of time-of-flight secondary ion mass spectrometry spectral imagesOriginal Research · 2005 · 23 citations
3Development and application of a Raster-spot model in Galvo-fsLA-ICP-MS for precise trace-element and U-Pb isotopic analysisOriginal Research · 2026
4eLIMS: Ensemble Learning-Based Spatial Segmentation of Mass Spectrometry Imaging to Explore Metabolic Heterogeneity2024 · 6 citations
5Direct Three-Dimensional Mass Spectrometry Imaging with Laser Ablation Remote Atmospheric Pressure Photoionization/Chemical Ionization2024 · 15 citations

<scp>KUMAP</scp> : Kernel Uniform Manifold Approximation and Projection for Medical Image Classification2026
Software solutions for evaluation and visualization of laser ablation inductively coupled plasma mass spectrometry imaging (LA-ICP-MSI) data: a short overview2019
Approximate UMAP allows for high-rate online visualization of high-dimensional data streams2024
Process-accompanying analysis of solid intermediate and end products in the manufacturing process of high-purity tungsten by ETV-ICP-OESJournal of Analytical Atomic Spectrometry · 2026
IRSAC-corrected CF-LIBS validated by ICP-OES for soil classification using machine learningJournal of Analytical Atomic Spectrometry · 2026

More from Journal of Analytical Atomic Spectrometry