🎓 Academic / Xi Zhang

Name: Xi Zhang

Affiliation: Northwestern Polytechnical University

Business Email: oca-john@hotmail.com

Academic Email: xizhang@mail.nwpu.edu.cn

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Despite the widespread adoption of deep learning facilitated by general models, I remain firmly convinced that highly specialized models are irreplaceable in the realm of expertise. Drawing inspiration from biological knowledge and employing computational techniques, I strive for an effective integration of these disciplines in my research endeavors. Currently, my research focus resides in feature representation and feature fusion of time-series data, with the ultimate objective of developing robust analysis and prediction models for such signals.

📰 Papers

  1. ✅ Zhang, X., Zhang, Y.*, Si, Y., Gao, N., Zhang, H., & Yang, H.* (2024). A high altitude respiration and SpO2 dataset for assessing the human response to hypoxia. Scientific Data, 11(1), 248. https://doi.org/10.1038/s41597-024-03065-x

  2. ✅ Zhang, H.†, Zhang, X.†, Si, Y., Li, H., Han, J., Yang, C., & Yang, H.* (2024). Universal strategy for rapid design and analysis of gas detection peptide chips with positional preference. Sensing and Bio-Sensing Research, 46(2024), 100697. https://doi.org/10.1016/j.sbsr.2024.100697

  3. ✅ Si, Y., Zhang, Y.*, Zhang, X.*, Liu, S., Zhang, H., & Yang, H.* (2024). A finer-grained high altitude EEG dataset for hypoxia levels assessment. Scientific Data, 11(1), xxx. https://doi.org/10.1038/s41597-024-04102-5

  4. ✅ Shi, G., Zhang, P., Zhang, X., Li, J., Zheng, X., Yan, J., ... & Yang, H. (2023). The spatiotemporal heterogeneity of the biophysical microenvironment during hematopoietic stem cell development: from embryo to adult. Stem Cell Research & Therapy, 14(1), 251. https://doi.org/10.1186/s13287-023-03464-8

  5. ✅ Li, J., Wang, S., Li, Y., Zhang, N., Gribskov, M., Zhang, X., ... & Yang, H. (2020). miRNA‐mediated macrophage behaviors responding to matrix stiffness and ox‐LDL. Journal of Cellular Physiology, 235(9), 6139-6153. https://doi.org/10.1002/jcp.29543

📓 Projects

  1. ✅ A series of characteristic representation methods for high-dimensional physiological signals.

  2. ⬜ A series of application articles related to feature methods.

  3. ⬜ A model of neural networks closer to the biological brain.

📅 Plan

  1. ⬜ Zhang, X., Zhang, Y., Gao, N., Si, Y., Yang, H. (2024). Mirror space[J]. Military Medical Research.

  2. ⬜ Zhang, X., Zhang, Y., Gao, N., Si, Y., Yang, H. (2024). Manifold spectra[J]. Nature Machine Intelligence.

  3. ⬜ Zhang, X., Zhang, Y., Gao, N., Si, Y., Yang, H. (2025). Hyperdimensional spectrum[J]. Nature Medicine.

🎨 Interest

  1. ⬜ Stay confident, even in the face of downturns.

  2. ⬜ Appreciate everything, learn from it, and enhance my awareness.

  3. ⬜ Maintain a love of ancient Chinese literature and occasionally express my emotions in poetry.