| 2010 | Generating Diverse Ensembles to Counter the Problem of Class Imbalance. | T. Ryan Hoens, Nitesh V. Chawla |
| 2010 | Rule Synthesizing from Multiple Related Databases. | Dan He, Xindong Wu, Xingquan Zhu |
| 2010 | A Novel Scalable Multi-class ROC for Effective Visualization and Computation. | Md. Rafiul Hassan, Kotagiri Ramamohanarao, Chandan K. Karmakar, M. Maruf Hossain, James Bailey |
| 2010 | Ranking Sequential Patterns with Respect to Significance. | Robert Gwadera, Fabio Crestani |
| 2010 | Subgraph Mining on Directed and Weighted Graphs. | Stephan Gnnemann, Thomas Seidl |
| 2010 | UNN: A Neural Network for Uncertain Data Classification. | Jiaqi Ge, Yuni Xia, Chandima H. Nadungodage |
| 2010 | A New Emerging Pattern Mining Algorithm and Its Application in Supervised Classification. | Milton Garca-Borroto, Jos Francisco Martnez Trinidad, Jess Ariel Carrasco-Ochoa |
| 2010 | Efficient Trade-Off between Speed Processing and Accuracy in Summarizing Data Streams. | Nesrine Gabsi, Fabrice Clrot, Georges Hbrail |
| 2010 | Finding Itemset-Sharing Patterns in a Large Itemset-Associated Graph. | Mutsumi Fukuzaki, Mio Seki, Hisashi Kashima, Jun Sese |
| 2010 | Most Significant Substring Mining Based on Chi-square Measure. | Sourav Dutta, Arnab Bhattacharya |
| 2010 | Compact Margin Machine. | Bo Dai, Gang Niu |
| 2010 | Mining Association Rules in Long Sequences. | Boris Cule, Bart Goethals |
| 2010 | Generalized Two-Dimensional FLD Method for Feature Extraction: An Application to Face Recognition. | Shiladitya Chowdhury, Jamuna Kanta Sing, Dipak Kumar Basu, Mita Nasipuri |
| 2010 | Data Transformation for Sum Squared Residue. | Hyuk Cho |
| 2010 | Topic Decomposition and Summarization. | Wei Chen, Can Wang, Chun Chen, Lijun Zhang, Jiajun Bu |
| 2010 | Hiding Emerging Patterns with Local Recoding Generalization. | Michael W. K. Cheng, Byron Choi, William Kwok-Wai Cheung |
| 2010 | Analyzing the Role of Dimension Arrangement for Data Visualization in Radviz. | Luigi Di Caro, Vanessa Fras-Martnez, Enrique Fras-Martnez |
| 2010 | Efficient Pattern Mining of Uncertain Data with Sampling. | Toon Calders, Calin Garboni, Bart Goethals |
| 2010 | SkyDist: Data Mining on Skyline Objects. | Christian Bhm, Annahita Oswald, Claudia Plant, Michael Plavinski, Bianca Wackersreuther |
| 2010 | Integrative Parameter-Free Clustering of Data with Mixed Type Attributes. | Christian Bhm, Sebastian Goebl, Annahita Oswald, Claudia Plant, Michael Plavinski, Bianca Wackersreuther |
| 2010 | Fast Perceptron Decision Tree Learning from Evolving Data Streams. | Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer, Eibe Frank |
| 2010 | Probabilistic User Modeling in the Presence of Drifting Concepts. | Vikas Bhardwaj, Ramaswamy Devarajan |
| 2010 | As Time Goes by: Discovering Eras in Evolving Social Networks. | Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi |
| 2010 | TWave: High-Order Analysis of Spatiotemporal Data. | Michael Barnathan, Vasileios Megalooikonomou, Christos Faloutsos, Feroze B. Mohamed, Scott Faro |
| 2010 | Relevant Gene Selection Using Normalized Cut Clustering with Maximal Compression Similarity Measure. | Rajni Bala, R. K. Agrawal, Manju Sardana |