Winkler DA - 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. Among authors: winkler da. 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

Robust QSAR models using Bayesian regularized neural networks.

Burden FR, Winkler DA. Burden FR, et al. Among authors: winkler da. J Med Chem. 1999 Aug 12;42(16):3183-7. doi: 10.1021/jm980697n. J Med Chem. 1999. PMID: 10447964

3

Distinguishing Chemically Similar Polyamide Materials with ToF-SIMS Using Self-Organizing Maps and a Universal Data Matrix.

Madiona RMT, Bamford SE, Winkler DA, Muir BW, Pigram PJ. Madiona RMT, et al. Among authors: winkler da. Anal Chem. 2018 Nov 6;90(21):12475-12484. doi: 10.1021/acs.analchem.8b01951. Epub 2018 Oct 10. Anal Chem. 2018. PMID: 30260219

4

Rapid evaluation of immobilized immunoglobulins using automated mass-segmented ToF-SIMS.

Madiona RMT, Welch NG, Muir BW, Winkler DA, Pigram PJ. Madiona RMT, et al. Among authors: winkler da. Biointerphases. 2019 Nov 20;14(6):061002. doi: 10.1063/1.5121450. Biointerphases. 2019. PMID: 31747758

5

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. Among authors: winkler da. Anal Chem. 2020 Aug 4;92(15):10450-10459. doi: 10.1021/acs.analchem.0c00986. Epub 2020 Jul 16. Anal Chem. 2020. PMID: 32614172

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. Among authors: winkler da. 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. Among authors: winkler da. 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: winkler da. 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

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: winkler da. Anal Chem. 2024 May 14;96(19):7594-7601. doi: 10.1021/acs.analchem.4c00456. Epub 2024 Apr 30. Anal Chem. 2024. PMID: 38686444

10

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: winkler da. 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

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