Xiaoli Fern
Recent Publications

1. Ensemble approaches for high dimensional data clustering

• Xiaoli Z. Fern and Carla E. Brodley, "Cluster ensembles for high dimensional data clustering: An empirical study," In preparation.
• Xiaoli Z. Fern and Carla E. Brodley, "Solving cluster ensemble problems by bipartite graph partitioning," to appear in Proceedings of 21th International Conference on Machine learning (ICML2004).
• Xiaoli Z. Fern and Carla E. Brodley, "Random Projection for High Dimensional Data Clustering: A Cluster Ensemble Approach," Proceedings of 20th International Conference on Machine learning (ICML2003).

2. Correlation analysis on Earth scince data using mixture of linear canonical correlation models.

• Xiaoli Z. Fern, Carla E. Brodley and Mark A. Friedl, "Correlation clustering for learning mixture of canonical correlation models," Accepted for SIAM International Conference on Data Mining (SDM2005).
• Matlab code for generating synthetic data with a prespecified correlation structure.

3. Boosting for lazy learning techniques.

• Xiaoli Z. Fern and Carla E. Brodley, "Boosting Lazy Decision Trees," Proceedings of 20th Iternational Conference on Machine Learning (ICML 2003).