Recent publications
- Xiaoli Fern, Chaitanya Komireddy, Valentina Grigoreanu, and
Margaret Burnett, "Mining Problem-Solving Strategies from HCI Data",
accepted ACM Transaction on CHI (TOCHI), Special issue on "Data Mining
for understanding human behavior", under final revision. (2008)
- Xiaoli Z. Fern and Wei Lin, "Cluster
Ensemble Selection", to appear in journal of Statistical Analysis and
Data Mining, special issue on "Best of SDM08" (2008).
- Xiaoli Z. Fern and Wei Lin, "Cluster
Ensemble Selection", to appear in Proceedings of 2008 SIAM
International Conference on Data Mining (SDM08).
- Neeraja Subrahmaniyan, Laura Beckwith, Valentina Grigoreanu,
Margaret Burnett, Susan Wiedenbeck,Vaishnavi Narayanan, Karin Bucht,
Russell Drummond, and Xiaoli Fern, "Testing vs. Code Inspection vs. ...
What Else? Male and Female End Users’ Debugging Strategies,” ACM
Conference on Human-Computer Interaction, April 2008 (CHI08)
- Xiaoli Fern, Chaitanya Komireddy, Margaret Burnett, "Mining
Interpretable Human Strategies: A Case Study", in Proceedings of 7th
IEEE International Conference on Data Mining (ICDM07)
- Ying Cui, Xiaoli Z. Fern and Jennifer
Dy, "Non-redundant multi-view clustering via orthogonalization", in
Proceedings of 7th IEEE International Conference on Data
Mining (ICDM07) pdf.
- Grigoreanu, V., Beckwith, L., Fern, X., Yang, S., Komireddy,
C.,
Narayanan, V., Cook, C., Burnett, M., Gender Differences in End-User
Debugging, Revisited: What the Miners Found. In Proceedings of IEEE
Symposium on Visual Languages and Human-Centric Computing Languages and
Environments (VL/HCC 2006), Brighton, England, September 2006. pdf
- Xiaoli Z. Fern and Carla
E. Brodley,
"Cluster ensembles for high dimensional data clustering: An
empirical study", Techenical report CS06-30-02.
(2006)
- Xiaoli Z. Fern "High Dimensional Data Clustering and Correlation
Analysis", Ph.D. Dissertation, Purdue University (2005)
- 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). PDF file; Matlab code for
generating synthetic data
with a prespecified correlation structure.
- Xiaoli Z. Fern and Carla E. Brodley, "Solving cluster
ensemble problems by bipartite graph partitioning", in
Proceedings of 21th International Conference on Machine learning
(ICML2004), PDF file,
- Xiaoli Z. Fern and Carla E. Brodley, "Random Projection
for High Dimensional Data Clustering: A Cluster Ensemble
Approach", in Proceedings of 20th International Conference on
Machine learning (ICML2003), PDF file
- Xiaoli Z. Fern and Carla E. Brodley, "Boosting Lazy
Decision Trees", Proceedings of 20th Iternational Conference on
Machine Learning (ICML 2003), PDF file