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Data from "Closed-Form Feedback-Free Learning with Forward Projection"

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Figshare2026-03-14 更新2026-04-28 收录
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Pre-processed datasets used in "Closed-Form Feedback-Free Learning with Forward Projection", Original datasets extracted from: PTBXL: Wagner, P., Strodthoff, N., Bousseljot, R., Samek, W., & Schaeffter, T. (2022). PTB-XL, a large publicly available electrocardiography dataset (version 1.0.3). PhysioNet. https://doi.org/10.13026/kfzx-aw45. Wagner, P., Strodthoff, N., Bousseljot, R.-D., Kreiseler, D., Lunze, F.I., Samek, W., Schaeffter, T. (2020), PTB-XL: A Large Publicly Available ECG Dataset. Scientific Data. https://doi.org/10.1038/s41597-020-0495-6 Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P. C., Mark, R., ... & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215–e220. OCT and CXR from: Kermany, D. S. et al. Identifying medical diagnoses and treatable diseases by image-based deep learning. Cell 172, 1122–1131.e9 (2018). http://dx.doi.org/10.1016/j.cell.2018.02.010. Additional datasets are shared at https://data.mendeley.com/datasets/fb7xddyxs4/2 Code to reproduce experiments presented in this paper is available at https://github.com/robertoshea/forward_projection, navigating to https://github.com/robertoshea/forward_projection/tree/main/code_ocean_reproduction/run_experiments.py.
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2026-03-14
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