Regrouping of pattern clusters to reveal characteristics of distinct classes and related classes. - Pei-Yuan Zhou; En-Shiun Annie Lee; Andrew K. C. Wong (BIBM, 2013)

A Model-Based Multivariate Time Series Clustering Algorithm. - Pei-Yuan Zhou; Keith C. C. Chan (PAKDD Workshops, 2014)

A two-stage classification framework for imbalanced data with overlapping labels. - Pei-Yuan Zhou; Wenting Mo; Chunhua Tian; Li Li 022; Xiaoguang Rui; Haifeng Wang (SOLI, 2014)

An unsupervised attribute clustering algorithm for unsupervised feature selection. - Pei-Yuan Zhou; Keith C. C. Chan (DSAA, 2015)

A Feature Extraction Method for Multivariate Time Series Classification Using Temporal Patterns. - Pei-Yuan Zhou; Keith C. C. Chan (PAKDD (2), 2015)

What Strikes the Strings of Your Heart?-Multi-Label Dimensionality Reduction for Music Emotion Analysis via Brain Imaging. - Yang Liu 007; Yan Liu 004; Chaoguang Wang; Xiaohong Wang; Pei-Yuan Zhou; Gino Yu; Keith C. C. Chan (IEEE Trans. Auton. Ment. Dev., 2015)

An Effective Pattern Pruning and Summarization Method Retaining High Quality Patterns With High Area Coverage in Relational Datasets. - Pei-Yuan Zhou; Gary C. L. Li; Andrew K. C. Wong (IEEE Access, 2016)

Discovery and disentanglement of protein aligned pattern clusters to reveal subtle functional subgroups. - Pei-Yuan Zhou; Antonio Sze-Tzo; Andrew K. C. Wong (BIBM, 2017)

Fuzzy Feature Extraction for Multichannel EEG Classification. - Pei-Yuan Zhou; Keith C. C. Chan (IEEE Trans. Cogn. Dev. Syst., 2018)

Corporate Communication Network and Stock Price Movements: Insights From Data Mining. - Pei-Yuan Zhou; Keith C. C. Chan; Carol Xiaojuan Ou (IEEE Trans. Comput. Soc. Syst., 2018)

Explanation and prediction of clinical data with imbalanced class distribution based on pattern discovery and disentanglement. - Pei-Yuan Zhou; Andrew K. C. Wong (BMC Medical Informatics Decis. Mak., 2021)

Interpretable Disease Prediction from Clinical Text by Leveraging Pattern Disentanglement. - Malikeh Ehghaghi; Pei-Yuan Zhou; Wendy Yusi Cheng; Sahar Rajabi; Chih-Hao Kuo; En-Shiun Annie Lee (BHI, 2023)

Theory and rationale of interpretable all-in-one pattern discovery and disentanglement system. - Andrew K. C. Wong; Pei-Yuan Zhou; Annie E.-S. Lee (npj Digit. Medicine, 2023)