| 2008 | ROC-tree: A Novel Decision Tree Induction Algorithm Based on Receiver Operating Characteristics to Classify Gene Expression Data. | M. Maruf Hossain, Md. Rafiul Hassan, James Bailey |
| 2008 | Latent Variable Mining with Its Applications to Anomalous Behavior Detection. | Shunsuke Hirose, Kenji Yamanishi |
| 2008 | Roughly Balanced Bagging for Imbalanced Data. | Shohei Hido, Hisashi Kashima |
| 2008 | Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining. | Shuguo Han, Wee Keong Ng |
| 2008 | Semi-Supervised Learning Based on Semiparametric Regularization. | Zhen Guo, Zhongfei (Mark) Zhang, Eric P. Xing, Christos Faloutsos |
| 2008 | Mining Association Rules of Simple Conjunctive Queries. | Bart Goethals, Wim Le Page, Heikki Mannila |
| 2008 | Learning Markov Network Structure using Few Independence Tests. | Parichey Gandhi, Facundo Bromberg, Dimitris Margaritis |
| 2008 | Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining. | Arianna Gallo, Pauli Miettinen, Heikki Mannila |
| 2008 | Mining Abnormal Patterns from Heterogeneous Time-Series with Irrelevant Features for Fault Event Detection. | Ryohei Fujimaki, Takayuki Nakata, Hidenori Tsukahara, Akinori Sato |
| 2008 | Theorectical Analysis of Subsequence Time-Series Clustering from a Frequency-Analysis Viewpoint. | Ryohei Fujimaki, Shunsuke Hirose, Takayuki Nakata |
| 2008 | Clustering from Constraint Graphs. | Ari Freund, Dan Pelleg, Yossi Richter |
| 2008 | Cluster Ensemble Selection. | Xiaoli Z. Fern, Wei Lin |
| 2008 | Practical Private Computation and Zero-Knowledge Tools for Privacy-Preserving Distributed Data Mining. | Yitao Duan, John F. Canny |
| 2008 | A pattern mining approach toward discovering generalized sequence signatures. | Dietmar H. Dorr, Anne Denton |
| 2008 | A Bayesian Technique for Estimating the Credibility of question Answerers. | Byron Dom, Deepa Paranjpe |
| 2008 | Semi-supervised Multi-label Learning by Solving a Sylvester Equation. | Gang Chen, Yangqiu Song, Fei Wang, Changshui Zhang |
| 2008 | Data Peeler: Contraint-Based Closed Pattern Mining in n-ary Relations. | Loc Cerf, Jrmy Besson, Cline Robardet, Jean-Franois Boulicaut |
| 2008 | Similarity Measures for Categorical Data: A Comparative Evaluation. | Shyam Boriah, Varun Chandola, Vipin Kumar |
| 2008 | Semi-supervised Learning of a Markovian Metric. | Avleen Singh Bijral, Manuel E. Lladser, Gregory Z. Grudic |
| 2008 | An Efficient Local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks. | Kanishka Bhaduri, Hillol Kargupta |
| 2008 | Creating a Cluster Hierarchy under Constraints of a Partially Known Hierarchy. | Korinna Bade, Andreas Nrnberger |
| 2008 | Dynamic Non-Parametric Mixture Models and the Recurrent Chinese Restaurant Process: with Applications to Evolutionary Clustering. | Amr Ahmed, Eric P. Xing |
| 2008 | On Indexing High Demensional Data with Uncertainty. | Charu C. Aggarwal, Philip S. Yu |
| 2008 | Outlier Detection with Uncertain Data. | Charu C. Aggarwal, Philip S. Yu |
| 2008 | Robust Clustering in Arbitrarily Oriented Subspaces. | Elke Achtert, Christian Bhm, Jrn David, Peer Krger, Arthur Zimek |