Transfer of multivariate classification models applied to digital images and fluorescence spectroscopy data

2017 ◽  
Vol 133 ◽  
pp. 669-675 ◽  
Author(s):  
Karla Danielle Tavares Melo Milanez ◽  
Thiago César Araújo Nóbrega ◽  
Danielle Silva Nascimento ◽  
Matías Insausti ◽  
Márcio José Coelho Pontes
Keyword(s):  
Fluorescence Spectroscopy ◽  
Digital Images ◽  
Classification Models ◽  
Spectroscopy Data ◽  
Multivariate Classification

Impact of Laser-Induced Breakdown Spectroscopy data normalization on multivariate classification accuracy

2017 ◽  
Vol 32 (2) ◽  
pp. 277-288 ◽  
Author(s):  
P. Pořízka ◽  
J. Klus ◽  
A. Hrdlička ◽  
J. Vrábel ◽  
P. Škarková ◽  
...  
Keyword(s):  
Classification Accuracy ◽  
Laser Induced Breakdown Spectroscopy ◽  
Data Normalization ◽  
Spectroscopy Data ◽  
Multivariate Classification ◽  
Sample Matrix ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown

Normalization of data is significant and should be chosen according to the sample matrix under investigation.

scholarly journals Evaluation of Multivariate Classification Models for Analyzing NMR Metabolomics Data

2019 ◽  
Vol 18 (9) ◽  
pp. 3282-3294 ◽  
Author(s):  
Thao Vu ◽  
Parker Siemek ◽  
Fatema Bhinderwala ◽  
Yuhang Xu ◽  
Robert Powers
Keyword(s):  
Classification Models ◽  
Multivariate Classification ◽  
Metabolomics Data ◽  
Nmr Metabolomics

Impact of data reduction on multivariate classification models built on spectral data from bio-samples

2015 ◽  
Vol 30 (5) ◽  
pp. 1117-1127 ◽  
Author(s):  
Anders Larsson ◽  
Henrik Andersson ◽  
Lars Landström
Keyword(s):  
Spectral Data ◽  
Data Reduction ◽  
Image Data ◽  
Classification Models ◽  
Multivariate Classification

Multivariate classification models, both from 1D spectra and 2D image data (also with simulated shifts), were evaluated and compared.

scholarly journals Intersession reproducibility of mass spectrometry profiles and its effect on accuracy of multivariate classification models

2007 ◽  
Vol 23 (22) ◽  
pp. 3065-3072 ◽  
Author(s):  
Richard Pelikan ◽  
William L. Bigbee ◽  
David Malehorn ◽  
James Lyons-Weiler ◽  
Milos Hauskrecht
Keyword(s):  
Mass Spectrometry ◽  
Classification Models ◽  
Multivariate Classification
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