Gardner W - Search Results

1

Self-Organizing Maps for Secondary Ion Mass Spectrometry.

Bamford SE, Gardner W, Winkler DA, Muir BW, Alahakoon D, Pigram PJ. Bamford SE, et al. Among authors: gardner w. J Am Soc Mass Spectrom. 2024 Oct 2;35(10):2516-2528. doi: 10.1021/jasms.4c00318. Epub 2024 Sep 22. J Am Soc Mass Spectrom. 2024. PMID: 39307990

2

Visualizing ToF-SIMS Hyperspectral Imaging Data Using Color-Tagged Toroidal Self-Organizing Maps.

Gardner W, Cutts SM, Muir BW, Jones RT, Pigram PJ. Gardner W, et al. Anal Chem. 2019 Nov 5;91(21):13855-13865. doi: 10.1021/acs.analchem.9b03322. Epub 2019 Oct 7. Anal Chem. 2019. PMID: 31549810

3

Two-Dimensional and Three-Dimensional Time-of-Flight Secondary Ion Mass Spectrometry Image Feature Extraction Using a Spatially Aware Convolutional Autoencoder.

Gardner W, Winkler DA, Cutts SM, Torney SA, Pietersz GA, Muir BW, Pigram PJ. Gardner W, et al. Anal Chem. 2022 Jun 7;94(22):7804-7813. doi: 10.1021/acs.analchem.1c05453. Epub 2022 May 26. Anal Chem. 2022. PMID: 35616489

4

Comparison of Tiling Artifact Removal Methods in Secondary Ion Mass Spectrometry Images.

Kandanaarachchi S, Gardner W, Alexander DLJ, Muir BW, Chouinard PA, Crewther SG, Scurr DJ, Halliday M, Pigram PJ. Kandanaarachchi S, et al. Among authors: gardner w. Anal Chem. 2023 Nov 28;95(47):17384-17391. doi: 10.1021/acs.analchem.3c03887. Epub 2023 Nov 14. Anal Chem. 2023. PMID: 37963228 Free PMC article.

5

Markedly Enhanced Analysis of Mass Spectrometry Images Using Weakly Supervised Machine Learning.

Gardner W, Winkler DA, Bamford SE, Muir BW, Pigram PJ. Gardner W, et al. Small Methods. 2024 Jul;8(7):e2301230. doi: 10.1002/smtd.202301230. Epub 2024 Jan 10. Small Methods. 2024. PMID: 38204217

6

A Machine Learning-Driven Comparison of Ion Images Obtained by MALDI and MALDI-2 Mass Spectrometry Imaging.

Sarretto T, Gardner W, Brungs D, Napaki S, Pigram PJ, Ellis SR. Sarretto T, et al. Among authors: gardner w. J Am Soc Mass Spectrom. 2024 Mar 6;35(3):466-475. doi: 10.1021/jasms.3c00357. Epub 2024 Feb 26. J Am Soc Mass Spectrom. 2024. PMID: 38407924

7

Exploring the Performance of Linear and Nonlinear Models of Time-of-Flight Secondary Ion Mass Spectrometry Spectra.

Sun R, Gardner W, Winkler DA, Muir BW, Pigram PJ. Sun R, et al. Among authors: gardner w. Anal Chem. 2024 May 14;96(19):7594-7601. doi: 10.1021/acs.analchem.4c00456. Epub 2024 Apr 30. Anal Chem. 2024. PMID: 38686444

8

ToF-SIMS and Machine Learning for Single-Pixel Molecular Discrimination of an Acrylate Polymer Microarray.

Gardner W, Hook AL, Alexander MR, Ballabio D, Cutts SM, Muir BW, Pigram PJ. Gardner W, et al. Anal Chem. 2020 May 5;92(9):6587-6597. doi: 10.1021/acs.analchem.0c00349. Epub 2020 Apr 13. Anal Chem. 2020. PMID: 32233419 Free PMC article.

9

Self-Organizing Map and Relational Perspective Mapping for the Accurate Visualization of High-Dimensional Hyperspectral Data.

Gardner W, Maliki R, Cutts SM, Muir BW, Ballabio D, Winkler DA, Pigram PJ. Gardner W, et al. Anal Chem. 2020 Aug 4;92(15):10450-10459. doi: 10.1021/acs.analchem.0c00986. Epub 2020 Jul 16. Anal Chem. 2020. PMID: 32614172

10

Understanding mass spectrometry images: complexity to clarity with machine learning.

Gardner W, Cutts SM, Phillips DR, Pigram PJ. Gardner W, et al. Biopolymers. 2021 Apr;112(4):e23400. doi: 10.1002/bip.23400. Epub 2020 Sep 16. Biopolymers. 2021. PMID: 32937683 Review.

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