Gardner W - Search Results

1

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

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

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.

4

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

5

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.

6

Analyzing 3D hyperspectral TOF-SIMS depth profile data using self-organizing map-relational perspective mapping.

Gardner W, Winkler DA, Ballabio D, Muir BW, Pigram PJ. Gardner W, et al. Biointerphases. 2020 Nov 16;15(6):061004. doi: 10.1116/6.0000614. Biointerphases. 2020. PMID: 33198474

7

Applications of multivariate analysis and unsupervised machine learning to ToF-SIMS images of organic, bioorganic, and biological systems.

Gardner W, Winkler DA, Muir BW, Pigram PJ. Gardner W, et al. Biointerphases. 2022 Mar 28;17(2):020802. doi: 10.1116/6.0001590. Biointerphases. 2022. PMID: 35345884 Review.

8

Multi-Dimensional Machine Learning Analysis of Polyaniline Films Using Stitched Hyperspectral ToF-SIMS Data.

Bamford SE, Yalcin D, Gardner W, Winkler DA, Kohl TM, Muir BW, Howard S, Bruton EA, Pigram PJ. Bamford SE, et al. Among authors: gardner w. Anal Chem. 2023 May 23;95(20):7968-7976. doi: 10.1021/acs.analchem.3c00769. Epub 2023 May 12. Anal Chem. 2023. PMID: 37172328

9

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.

10

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

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