| 2026 | DATA | Spatially Constrained Clustering for Analyzing Spatio-Temporal Dynamics of Automobile Insurance Risk. | Shengkun Xie, Samy El Mouttalibi, Jin Zhang, Clare Chua-Chow |
| 2025 | DSAA | A Comparative Study of Non-Linear Modelling Capabilities of T-S Fuzzy Models and Back-Propagation Neural Networks. | Linxiang Li, Kainan Liu, Xiaojun Ban, Shengkun Xie |
| 2024 | DATA | Analysis of Auto Insurance Loss Metrics During Pre-and Post-COVID-19 Pandemic Using Spatial and Spatial-Temporal Modelling Approaches. | Jin Zhang, Shengkun Xie |
| 2024 | DATA | Spatial and Spatio-Temporal Modelling of Auto Insurance Claim Frequencies During Pre-and Post-COVID-19 Pandemic. | Jin Zhang, Shengkun Xie, Anna T. Lawniczak, Clare Chua-Chow |
| 2023 | DATA | Exploring Functional Patterns of Driving Records by Interacting with Major Classes and Territory Using Generalized Additive Models. | Shengkun Xie, Anna T. Lawniczak, Clare Chua-Chow |
| 2022 | IPMU | A Novel Variable Selection Approach Based on Multi-criteria Decision Analysis. | Shengkun Xie, Jin Zhang |
| 2021 | DATA | Estimating Territory Risk Relativity for Auto Insurance Rate Regulation using Generalized Linear Mixed Models. | Shengkun Xie, Chong Gan, Clare Chua-Chow |
| 2020 | DATA | Improving Statistical Reporting Data Explainability via Principal Component Analysis. | Shengkun Xie, Clare Chua-Chow |
| 2019 | ICPRAM | Feature Extraction of Epileptic EEG in Spectral Domain via Functional Data Analysis. | Shengkun Xie, Anna T. Lawniczak |
| 2019 | ICPRAM | Fourier Spectral Domain Functional Principal Component Analysis of EEG Signals. | Shengkun Xie, Anna T. Lawniczak |
| 2017 | ICPRAM | Spatially Constrained Clustering to Define Geographical Rating Territories. | Shengkun Xie, Anna T. Lawniczak, Zizhen Wang |
| 2016 | CEC | Effects of model parameter interactions on Nave creatures' success of learning to cross a highway. | Anna T. Lawniczak, Leslie Ly, Fei Yu, Shengkun Xie |
| 2015 | ICPRAM | Learning Dictionary Via Wavelet Sparse Principal Component Analysis. | Shengkun Xie, Anna T. Lawniczak, Sridhar Krishnan |
| 2013 | ISNN | Noise Effects on Spatial Pattern Data Classification Using Wavelet Kernel PCA - A Monte Carlo Simulation Study. | Shengkun Xie, Anna T. Lawniczak, Sridhar Krishnan |
| 2012 | CBMS | Sparse principal component extraction and classification of long-term biomedical signals. | Shengkun Xie, Sridhar Krishnan, Anna T. Lawniczak |
| 2009 | ICANN | A Case Study of ICA with Multi-scale PCA of Simulated Traffic Data. | Shengkun Xie, Pietro Li, Anna T. Lawniczak |