Journal Publications


  1. Zhou, P. Y., Takeuchi, A., Martinez-Lopez, F., Ehghaghi, M., Wong, A. K., & Lee, E. S. A. (2025). Benchmarking Interpretability in Healthcare Using Pattern Discovery and Disentanglement. Bioengineering, 12(3), 308.
  2. Zhou, P. Y., Lum, F., Wang, T. J., Bhatti, A., Parmar, S., Dan, C., & Wong, A. K. (2024). An Unsupervised Error Detection Methodology for Detecting Mislabels in Healthcare Analytics. Bioengineering, 11(8), 770.
  3. Wong, A.K.C., Zhou, P.Y., and Annie En-shiun Lee (2023) “Theory and Rationale of Interpretable All-in-One Pattern Discovery and Disentanglement System”, npj Digital Medicine, 6(1), 92.
  4. Wong A K C., Zhou, P Y,  & Butt, Z A, Pattern discovery and disentanglement on relational datasets. Sci Rep 11, 5688 (2021). https://doi.org/10.1038/s41598-021-84869-4
  5. Zhou, P Y, and Wong A K C. “Explanation and prediction of clinical data with imbalanced class distribution based on pattern discovery and disentanglement.” BMC Medical Informatics and Decision Making 21, no. 1 (2021): 1-15.
  6. Zhou P Y, Sze-To A, Wong A K C. Discovery and disentanglement of aligned residue associations from aligned pattern clusters to reveal subgroup characteristics. BMC Medical Genomics. 11(S5), 2018. pp. 391-402. DOI: 10.1186/s12920-018-0417-z
  7. Zhou P Y, Chan K C C, Ou X.J. Carol. Corporate Communication Network and Stock Price Movements: Insights From Data Mining. IEEE Transactions on Computational Social Systems. 5(2), 2018. pp. 391-402. DOI: 10.1109/TCSS.2018.2812703.
  8. Zhou P Y, Lee E A, Sze-To A, Wong A K C. Revealing Subtle Functional Subgroups in Class A Scavenger Receptors by Pattern Discovery and Disentanglement of Aligned Pattern Clusters. Proteomes, 6(1), 2018. DOI: 10.3390/proteomes6010010.
  9. Zhou P Y, Chan K C C. Fuzzy Feature Extraction for Multi-Channel EEG Classification. IEEE Transactions on Cognitive and Developmental Systems, 2016. DOI: 10.1109/TCDS.2016.2632130
  10. Zhou P Y, Li G C, Wong A K C, An Effective Pattern Pruning and Summarization Method Retaining High Quality Patterns with High Area Coverage in Relational Datasets. IEEE Access, no.99, pp.1-1, DOI:10.1109/ACCESS.2016.2624418.
  11. Liu Y, Liu Y, Wang C, Wang, X, Zhou P Y, Yu G, Chan K C C, What Strikes the Strings of Your Heart?-Multi-Label Dimensionality Reduction for Music Emotion Analysis via Brain Imaging. IEEE Transactions on Autonomous Mental Development, 2015.

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