Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Privacy-aware community infrastructureResearch graph
References from Random splicing assisted deep learning for breast cancer cell line classification via Raman spectroscopy. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1038/s41551-019-0510-4
10.1038/s41551-019-0510-4 · External reference
10.1038/nprot.2016.036
10.1038/nprot.2016.036 · External reference
The Raman deuterium isotope probing method as a new assay for evaluating the cytotoxicity level of the GSK2334470 to the MCF-7 cells
10.1002/jrs.6489 · 2023 · External reference
Vibrational spectroscopy—a powerful tool for the rapid identification of microbial cells at the single-cell level
10.1002/cyto.a.20682 · 2009 · External reference
10.1002/jrs.6204
10.1002/jrs.6204 · External reference
10.1039/d0cs01019g
10.1039/d0cs01019g · External reference
Rapid intraoperative diagnosis of pediatric brain tumors using Raman spectroscopy: a machine learning approach
10.1093/noajnl/vdac118 · 2022 · External reference
10.1021/acsomega.3c01848
10.1021/acsomega.3c01848 · External reference
Unraveling surface-enhanced Raman spectroscopy results through chemometrics and machine learning: principles, progress, and trends
10.1007/s00216-023-04620-y · 2023 · External reference
Towards normalization selection of Raman data in the context of protein glycation: application of validity indices to PCA processed spectra
10.1039/c9an02155h · 2020 · External reference
Raman microspectral study and classification of the pathological evolution of breast cancer using both principal component analysis-linear discriminant analysis and principal component analysis-support vector machine
2021 · External reference
10.1038/nbt0308-303
10.1038/nbt0308-303 · External reference
An overview of principal components analysis approaches in raman studies of cultural heritage materials
10.1002/jrs.6621 · 2024 · External reference
10.1039/c7an01371j
10.1039/c7an01371j · External reference
Comparison between visual assessments and different variants of linear discriminant analysis to the classification of Raman patterns of inkjet printer inks
10.1016/j.forc.2021.100336 · 2021 · External reference
A comprehensive review on discriminant analysis for addressing challenges of class-level limitations, small sample size, and robustness
10.3390/pr12071382 · 2024 · External reference
10.1109/5.726791
10.1109/5.726791 · External reference
DLSIA: deep learning for scientific image analysis
10.1107/s1600576724001390 · 2024 · External reference
Convolutional neural network for high-accuracy functional near-infrared spectroscopy in a brain–computer interface: three-class classification of rest, right-, and left-hand motor execution
2018 · External reference
10.1038/s41467-023-37403-1
10.1038/s41467-023-37403-1 · External reference
Convolutional neural networks: an overview and application in radiology
10.1007/s13244-018-0639-9 · 2018 · External reference
Raman spectroscopy and machine learning for the classification of breast cancers
10.1016/j.saa.2021.120300 · 2022 · External reference
Unresolved reference
2017 · External reference
10.1073/pnas.0707654105
10.1073/pnas.0707654105 · External reference
Raman spectroscopy detects biochemical changes due to different cell culture environments in live cells in vitro
10.1007/s00216-018-1371-5 · 2018 · External reference
10.1364/boe.10.001581
10.1364/boe.10.001581 · External reference
10.1080/05704928.2014.923902
10.1080/05704928.2014.923902 · External reference
10.1016/j.copbio.2016.04.018
10.1016/j.copbio.2016.04.018 · External reference
Full range characterization of the Raman spectra of organs in a murine model
10.1364/oe.19.022892 · 2011 · External reference
10.1016/j.saa.2004.11.017
10.1016/j.saa.2004.11.017 · External reference
10.1002/(sici)1097-4555(199702)28:2/3<125::aid-jrs65>3.0.co;2-#
10.1002/(sici)1097-4555(199702)28:2/3<125::aid-jrs65>3.0.co;2-# · External reference
10.1039/c1an15104e
10.1039/c1an15104e · External reference
10.1016/0014-5793(90)81526-t
10.1016/0014-5793(90)81526-t · External reference
Vibrational spectroscopy in the detection of cancer
10.1002/0470027320.s8107 · 2001 · External reference
10.1039/b304992b
10.1039/b304992b · External reference
Machine learning of Raman spectroscopy data for classifying cancers: a review of the recent literature
10.3390/diagnostics12061491 · 2022 · External reference
10.1016/j.csbj.2022.12.050 · Admitted local publication
Combining SERS analysis of serum with PSA levels for improving the detection of prostate cancer
10.2217/nnm-2018-0127 · 2018 · External reference
Artificial intelligence-aided rapid and accurate identification of clinical fungal infections by single-cell Raman spectroscopy
10.3389/fmicb.2023.1125676 · 2023 · External reference
10.1021/acschembio.1c00834
10.1021/acschembio.1c00834 · External reference
A machine learning-based Raman spectroscopic assay for the identification of Burkholderia mallei and related species
10.3390/molecules24244516 · 2019 · External reference
10.1038/s41467-022-35696-2
10.1038/s41467-022-35696-2 · External reference
10.1021/acsnano.9b09119
10.1021/acsnano.9b09119 · External reference
A Ratiometric SERS strategy for the prediction of cancer cell proportion and guidance of glioma surgical resection
10.1016/j.bios.2024.116475 · 2024 · External reference
Foundational statistical principles in medical research: sensitivity, specificity, positive predictive value, and negative predictive value
10.3390/medicina57050503 · 2021 · External reference
Deep learning data augmentation for Raman spectroscopy cancer tissue classification
10.1038/s41598-021-02687-0 · 2021 · External reference
10.1002/jrs.5343
10.1002/jrs.5343 · External reference
Unresolved reference
External reference
Raman spectroscopy for rapid evaluation of surgical margins during breast cancer lumpectomy
10.1038/s41598-019-51112-0 · 2019 · External reference
10.1038/s41591-019-0715-9
10.1038/s41591-019-0715-9 · External reference
10.1158/0008-5472.can-05-2815
10.1158/0008-5472.can-05-2815 · External reference
SERS microscopy as a tool for comprehensive biochemical characterization in complex samples
2024 · External reference
10.1021/acs.chemrev.7b00668
10.1021/acs.chemrev.7b00668 · External reference
Cultivation-free Raman spectroscopic investigations of bacteria
10.1016/j.tim.2017.01.002 · 2017 · External reference
10.1021/cr400714j
10.1021/cr400714j · External reference
