Healthcare Analytics

In a collaboration with the DB group led by Beng Chin Ooi at the National University of Singapore, we investigate data engineering and machine learning solutions that support healthcare applications.

Publications

  1. Zheng, K., Chua, H.-R., Herschel, M., Jagadish, H. V., Ooi, B. C., & Wei Luen Yip, J. (2024). Exploiting Negative Samples: A Catalyst for Cohort Discovery in Healthcare Analytics. International Conference on Machine Learning (ICML).
  2. Zheng, K., Nguyen, T., Chong, J. H. S., Goh, C. E., Herschel, M., Lee, H. H., Ooi, B. C., Wang, W., & Yip, J. W. L. (2023). A Dietary Nutrition-aided Healthcare Platform via Effective Food Recognition on a Localized Singaporean Food Dataset. CoRR, abs/2301.03829. https://doi.org/10.48550/ARXIV.2301.03829
  3. Zheng, K., Cai, S., Chua, H. R., Herschel, M., Zhang, M., & Ooi, B. C. (2022). DyHealth: Making Neural Networks Dynamic for Effective Healthcare Analytics. Proceedings of the VLDB Endowment (PVLDB), 15, Article 12. https://www.vldb.org/pvldb/vol15/p3445-ooi.pdf
  4. Zheng, K., Chen, G., Herschel, M., Ngiam, K. Y., Ooi, B. C., & Gao, J. (2021). PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery. In Proceedings of the ACM SIG Conference on the Management of Data (SIGMOD). https://dl.acm.org/doi/pdf/10.1145/3448016.3457281
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