Rapid multivariate analysis of 3D ToF-SIMS data: graphical processor units (GPUs) and low-discrepancy subsampling for large-scale principal component analysis-Reference-Cited by-同舟云学术

Rapid multivariate analysis of 3D ToF-SIMS data: graphical processor units (GPUs) and low-discrepancy subsampling for large-scale principal component analysis

Published:2016-05-05 Issue:12 Volume:48 Page:1328-1336
ISSN:0142-2421
Container-title:Surface and Interface Analysis
language:en
Short-container-title:Surf. Interface Anal.

Author:

Cumpson Peter J¹,Fletcher Ian W¹,Sano Naoko¹,Barlow Anders J¹

Affiliation:

1. National EPSRC XPS User's Service (NEXUS) Laboratory, School of Mechanical and Systems Engineering; Newcastle University; Newcastle upon Tyne NE1 7RU UK

Publisher

Wiley

Subject

Materials Chemistry,Surfaces, Coatings and Films,Surfaces and Interfaces,Condensed Matter Physics,General Chemistry

Reference30 articles.

1. Principal component analysis

2. Spatiotemporal lipid profiling during early embryo development of Xenopus laevis using dynamic ToF-SIMS imaging

3. Characterization of Adsorbed Protein Films by Time-of-Flight Secondary Ion Mass Spectrometry with Principal Component Analysis

4. The transfer of organics onto glass studied by ToF-SIMS;Sano;Surf. Interface Anal.,2011

5. Angle resolved imaging of polymer blend systems: From images to a 3D volume of material morphology

Cited by 19 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Exploring the Relationship between Polymer Surface Chemistry and Bacterial Attachment Using ToF‐SIMS and Self‐Organizing maps;Advanced Materials Interfaces;2023-02-15

2. Applications of multivariate analysis and unsupervised machine learning to ToF-SIMS images of organic, bioorganic, and biological systems;Biointerphases;2022-03

3. Spatially Resolved Mass Spectrometry at the Single Cell: Recent Innovations in Proteomics and Metabolomics;Journal of the American Society for Mass Spectrometry;2021-03-03

4. Dimensional Stacking for Machine Learning in ToF‐SIMS Analysis of Heterostructures;Advanced Materials Interfaces;2020-12-10

5. Training a neural network to learn other dimensionality reduction removes data size restrictions in bioinformatics and provides a new route to exploring data representations;2020-09-03