scholarly journals A Mathematical Comparison of Non‐negative Matrix Factorization‐Related Methods with Practical Implications for the Analysis of Mass Spectrometry Imaging Data

2021 ◽  
Author(s):  
Melanie Nijs ◽  
Tina Smets ◽  
Etienne Waelkens ◽  
Bart De Moor
Keyword(s):  
Mass Spectrometry ◽  
Matrix Factorization ◽  
Mass Spectrometry Imaging ◽  
Imaging Data ◽  
Practical Implications ◽  
Non Negative Matrix Factorization

Feature Extraction Approach for Mass Spectrometry Imaging Data Using Non-negative Matrix Factorization

2012 ◽  
Vol 40 (5) ◽  
pp. 663-669 ◽  
Author(s):  
Xing-Chuang XIONG ◽  
Xiang FANG ◽  
Zheng OUYANG ◽  
You JIANG ◽  
Ze-Jian HUANG ◽  
...  
Keyword(s):  
Mass Spectrometry ◽  
Feature Extraction ◽  
Matrix Factorization ◽  
Mass Spectrometry Imaging ◽  
Imaging Data ◽  
Non Negative Matrix Factorization

scholarly journals Whole Reproductive System Non-Negative Matrix Factorization Mass Spectrometry Imaging of an Early-Stage Ovarian Cancer Mouse Model

PLoS ONE ◽  
2016 ◽  
Vol 11 (5) ◽  
pp. e0154837 ◽  
Author(s):  
Martin R. L. Paine ◽  
Jaeyeon Kim ◽  
Rachel V. Bennett ◽  
R. Mitchell Parry ◽  
David A. Gaul ◽  
...  
Keyword(s):  
Mass Spectrometry ◽  
Ovarian Cancer ◽  
Mouse Model ◽  
Reproductive System ◽  
Matrix Factorization ◽  
Mass Spectrometry Imaging ◽  
Early Stage ◽  
Early Stage Ovarian Cancer ◽  
Non Negative Matrix Factorization

scholarly journals Evaluation of Digital Image Recognition Methods for Mass Spectrometry Imaging Data Analysis

2018 ◽  
Vol 29 (12) ◽  
pp. 2467-2470 ◽  
Author(s):  
Måns Ekelöf ◽  
Kenneth P. Garrard ◽  
Rika Judd ◽  
Elias P. Rosen ◽  
De-Yu Xie ◽  
...  
Keyword(s):  
Mass Spectrometry ◽  
Data Analysis ◽  
Image Recognition ◽  
Digital Image ◽  
Mass Spectrometry Imaging ◽  
Imaging Data

scholarly journals massPix: an R package for annotation and interpretation of mass spectrometry imaging data for lipidomics

Metabolomics ◽  
2017 ◽  
Vol 13 (11) ◽  
Author(s):  
Nicholas J. Bond ◽  
Albert Koulman ◽  
Julian L. Griffin ◽  
Zoe Hall
Keyword(s):  
Mass Spectrometry ◽  
Mass Spectrometry Imaging ◽  
R Package ◽  
Imaging Data
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