| 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 |
| 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 | ICAART | Comparison of Agentsl Performance in Learning to Cross a Highway for Two Decisions Formulas. | Anna T. Lawniczak, Fei Yu |
| 2017 | ICCS | Cognitive Agents Success in Learning to Cross a CA Based Highway Comparison for Two Decision Formulas. | Anna T. Lawniczak, Fei Yu |
| 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 |
| 2016 | ICCS | Success Rate of Creatures Crossing a Highway as a Function of Model Parameters. | Anna T. Lawniczak, Leslie Ly, Fei Yu |
| 2016 | ICCS | Effects of Simulation Parameters on Nave Creatures Learning to Safely Cross a Highway on Bimodal Threshold Nature of Success. | Anna T. Lawniczak, Leslie Ly, Fei Yu |
| 2015 | ICPRAM | Learning Dictionary Via Wavelet Sparse Principal Component Analysis. | Shengkun Xie, Anna T. Lawniczak, Sridhar Krishnan |
| 2014 | ICCS | Nave Creature with Fear and Desire Learning to Cross a Highway. | Anna T. Lawniczak, Jason B. Ernst, Bruno N. Di Stefano |
| 2013 | ICCS | Simulated Nave Creature Crossing a Highway. | Anna T. Lawniczak, Jason B. Ernst, Bruno N. Di Stefano |
| 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 |