Data

Data set for article: Effect of data preprocessing and machine learning hyperparameters on mass spectrometry imaging models

La Trobe University
Wil Gardner (Aggregated by)
Viewed: [[ro.stat.viewed]] Cited: [[ro.stat.cited]] Accessed: [[ro.stat.accessed]]
ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rfr_id=info%3Asid%2FANDS&rft_id=info:doi10.26181/22671022.v1&rft.title=Data set for article: Effect of data preprocessing and machine learning hyperparameters on mass spectrometry imaging models&rft.identifier=https://doi.org/10.26181/22671022.v1&rft.publisher=La Trobe University&rft.description=This data set is uploaded as supporting information for the publication entitled:Effect of data preprocessing and machine learning hyperparameters on mass spectrometry imaging modelsFiles are as follows:polymer_microarray_data.mat - MATLAB workspace file containing peak-picked ToF-SIMS data (hyperspectral array) for the polymer microarray sample.nylon_data.mat - MATLAB workspace file containing m/z binned ToF-SIMS data (hyperspectral array) for the semi-synthetic nylon data set, generated from 7 nylon samples.Additional details about the datasets can be found in the published article.If you use this data set in your work, please cite our work as follows:Cite as: Gardner et al.. J. Vac. Sci. Technol. A 41, 000000 (2023); doi: 10.1116/6.0002788&rft.creator=Wil Gardner&rft.date=2024&rft_rights=CC-BY-NC-SA-4.0&rft_subject=self-organising map&rft_subject=machine learning&rft_subject=tof-sims&rft_subject=Applied Physics&rft_subject=Surfaces and Structural Properties of Condensed Matter&rft.type=dataset&rft.language=English Access the data

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CC-BY-NC-SA-4.0

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This data set is uploaded as supporting information for the publication entitled:

Effect of data preprocessing and machine learning hyperparameters on mass spectrometry imaging models

Files are as follows:

polymer_microarray_data.mat - MATLAB workspace file containing peak-picked ToF-SIMS data (hyperspectral array) for the polymer microarray sample.

nylon_data.mat - MATLAB workspace file containing m/z binned ToF-SIMS data (hyperspectral array) for the semi-synthetic nylon data set, generated from 7 nylon samples.

Additional details about the datasets can be found in the published article.

If you use this data set in your work, please cite our work as follows:

Cite as: Gardner et al.. J. Vac. Sci. Technol. A 41, 000000 (2023); doi: 10.1116/6.0002788

Issued: 2023-09-22

Created: 2023-09-22

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