| 2006 | Cluster Description Formats, Problems and Algorithms. | Byron J. Gao, Martin Ester |
| 2006 | A Novel Framework for Incorporating Labeled Examples into Anomaly Detection. | Jing Gao, Haibin Cheng, Pang-Ning Tan |
| 2006 | Robust Estimation for Mixture of Probability Tables based on beta-likelihood. | Yu Fujimoto, Noboru Murata |
| 2006 | Joint Cluster Analysis of Attribute Data and Relationship Data: the Connected k-Center Problem. | Martin Ester, Rong Ge, Byron J. Gao, Zengjian Hu, Boaz Ben-Moshe |
| 2006 | Name Reference Resolution in Organizational Email Archives. | Christopher P. Diehl, Lise Getoor, Galileo Namata |
| 2006 | K-Means Clustering Over a Large, Dynamic Network. | Souptik Datta, Chris Giannella, Hillol Kargupta |
| 2006 | Using Compression to Identify Classes of Inauthentic Texts. | Mehmet M. Dalkilic, Wyatt T. Clark, James C. Costello, Predrag Radivojac |
| 2006 | Personalized Knowledge Discovery: Mining Novel Association Rules from Text. | Xin Chen, Yi-Fang Wu |
| 2006 | Detecting the Change of Clustering Structure in Categorical Data Streams. | Keke Chen, Ling Liu |
| 2006 | Trend Relational Analysis and Grey-Fuzzy Clustering Method. | Zhijie Chen, Weizhen Chen, Qile Chen, Mian-Yun Chen |
| 2006 | Density-Based Clustering over an Evolving Data Stream with Noise. | Feng Cao, Martin Ester, Weining Qian, Aoying Zhou |
| 2006 | On Approximate Solutions to Support Vector Machines. | Dongwei Cao, Daniel Boley |
| 2006 | Automated Knowledge Discovery from Simulators. | Michael C. Burl, Dennis DeCoste, Brian L. Enke, Dominic Mazzoni, William J. Merline, Lucas Scharenbroich |
| 2006 | Efficient Markov Network Structure Discovery using Independence Tests. | Facundo Bromberg, Dimitris Margaritis, Vasant G. Honavar |
| 2006 | Towards the Prediction of Protein Abundance from Tandem Mass Spectrometry Data. | Anthony J. Bonner, Han Liu |
| 2006 | Segmentation and dimensionality reduction. | Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisil, Heikki Mannila, Evimaria Terzi |
| 2006 | A Latent Dirichlet Model for Unsupervised Entity Resolution. | Indrajit Bhattacharya, Lise Getoor |
| 2006 | Graph-based Methods for Orbit Classification. | Abraham Bagherjeiran, Chandrika Kamath |
| 2006 | Adapting K-Medians to Generate Normalized Cluster Centers. | Benjamin J. Anderson, Deborah S. Gross, David R. Musicant, Anna M. Ritz, Thomas G. Smith, Leah E. Steinberg |
| 2006 | Weighted Clustering Ensembles. | Muna Al-Razgan, Carlotta Domeniconi |
| 2006 | Confidence Estimation Methods for Partially Supervised Information Extraction. | Eugene Agichtein |
| 2006 | A Framework for Clustering Massive Text and Categorical Data Streams. | Charu C. Aggarwal, Philip S. Yu |
| 2006 | A Framework for Local Supervised Dimensionality Reduction of High Dimensional Data. | Charu C. Aggarwal |
| 2006 | Representation is Everything: Towards Efficient and Adaptable Similarity Measures for Biological Data. | Charu C. Aggarwal |
| 2006 | Transductive De-Noising and Dimensionality Reduction using Total Bregman Regression. | Sreangsu Acharyya |