DeepRaman: Implementing surface-enhanced Raman scattering together with cutting-edge machine learning for the differentiation and classification of bacterial endotoxins
To classify raw SERS Raman spectra from biological materials, we propose DeepRaman, a new architecture inspired by the Progressive Fourier Transform and integrated with the scalogram transformation approach. Unlike standard machine learning approaches such as PCA, LDA, SVM, RF, GBM etc, DeepRaman fu...
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| Main Author: | Samir Brahim, Belhaouari (author) |
|---|---|
| Other Authors: | Talbi, Abdelhamid (author), Elgamal, Mahmoud (author), Elmagarmid, Khadija Ahmed (author), Ghannoum, Shaimaa (author), Yang, Yanjun (author), Zhao, Yiping (author), Zughaier, Susu M. (author), Bensmail, Halima (author) |
| Format: | article |
| Published: |
2025
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| Subjects: | |
| Online Access: | http://dx.doi.org/10.1016/j.heliyon.2025.e42550 https://www.sciencedirect.com/science/article/pii/S2405844025009302 http://hdl.handle.net/10576/64058 |
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