| 2008 | A Bayesian Technique for Estimating the Credibility of question Answerers. Byron Dom, Deepa Paranjpe |
| 2008 | A Feature Selection Algorithm Capable of Handling Extremely Large Data Dimensionality. Yijun Sun, Sinisa Todorovic, Steve Goodison |
| 2008 | A General Model for Multiple View Unsupervised Learning. Bo Long, Philip S. Yu, Zhongfei (Mark) Zhang |
| 2008 | A New Method for Rule Finding Via Bootstrapped Confidence Intervals. Norman S. Matloff |
| 2008 | A RELIEF Based Feature Extraction Algorithm. Yijun Sun, Dapeng Wu |
| 2008 | A Range Query Approach for High Dimensional Euclidean Space Based on EDM Estimation. Kentarou Kido, Hiroshi Kuwajima, Takashi Washio |
| 2008 | A Spamicity Approach to Web Spam Detection. Bin Zhou, Jian Pei, ZhaoHui Tang |
| 2008 | A Stagewise Least Square Loss Function for Classification. Shuang-Hong Yang, Bao-Gang Hu |
| 2008 | A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees. Irene Ntoutsi, Alexandros Kalousis, Yannis Theodoridis |
| 2008 | A pattern mining approach toward discovering generalized sequence signatures. Dietmar H. Dorr, Anne Denton |
| 2008 | Active Learning with Model Selection in Linear Regression. Masashi Sugiyama, Neil Rubens |
| 2008 | Aerosol Optical Depth Prediction from Satellite Obsercations by Multiple Instance Regression. Zhuang Wang, Vladan Radosavljevic, Bo Han, Zoran Obradovic |
| 2008 | An Efficient Local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks. Kanishka Bhaduri, Hillol Kargupta |
| 2008 | CISpan: Comprehensive Incremental Mining Algorithms of Closed Sequential Patterns for Multi-Versional Software Mining. Ding Yuan, Kyuhyung Lee, Hong Cheng, Gopal Krishna, Zhenmin Li, Xiao Ma, Yuanyuan Zhou, Jiawei Han |
| 2008 | Cluster Ensemble Selection. Xiaoli Z. Fern, Wei Lin |
| 2008 | Clustering from Constraint Graphs. Ari Freund, Dan Pelleg, Yossi Richter |
| 2008 | Constrained Co-clustering of Gene Expression Data. Ruggero G. Pensa, Jean-François Boulicaut |
| 2008 | Creating a Cluster Hierarchy under Constraints of a Partially Known Hierarchy. Korinna Bade, Andreas Nürnberger |
| 2008 | Data Peeler: Contraint-Based Closed Pattern Mining in n-ary Relations. Loïc Cerf, Jérémy Besson, Céline Robardet, Jean-François Boulicaut |
| 2008 | Deterministic Latent Variable Models and Their Pitfalls. Max Welling, Chaitanya Chemudugunta, Nathan Sutter |
| 2008 | Direct Density Ratio Estimation for Large-scale Covariate Shift Adaptation. Yuta Tsuboi, Hisashi Kashima, Shohei Hido, Steffen Bickel, Masashi Sugiyama |
| 2008 | Discovering Relational Items Sets Efficiently. Arne Koopman, Arno Siebes |
| 2008 | Dynamic Non-Parametric Mixture Models and the Recurrent Chinese Restaurant Process: with Applications to Evolutionary Clustering. Amr Ahmed, Eric P. Xing |
| 2008 | Efficient Distribution Mining and Classification. Yasushi Sakurai, Rosalynn Chong, Lei Li, Christos Faloutsos |
| 2008 | Efficient Maximum Margin Clustering via Cutting Plane Algorithm. Bin Zhao, Fei Wang, Changshui Zhang |
| 2008 | Efficiently Mining Closed Subsequences with Gap Constraints. Chun Li, Jianyong Wang |
| 2008 | Exact and Approximate Reverse Nearest Neighbor Search for Multimedia Data. Jessica Lin, David Etter, David DeBarr |
| 2008 | Exploiting Structured Reference Data for Unsupervised Text Segmentation with Conditional Random Fields. Chang Zhao, Jalal Mahmud, I. V. Ramakrishnan |
| 2008 | Exploration and Reduction of the Feature Space by Hierarchical Clustering. Dino Ienco, Rosa Meo |
| 2008 | Feature Selection with the logRatio Kernel. Julien Prados, Alexandros Kalousis, Melanie Hilario |
| 2008 | Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining. Arianna Gallo, Pauli Miettinen, Heikki Mannila |
| 2008 | Finding a Haystack in Haystacks - Simultaneous Identification of Concepts in Large Bio-Medical Corpora. Ying Liu, Lucian Vlad Lita, Radu Stefan Niculescu, Prasenjit Mitra, C. Lee Giles |
| 2008 | Gaussian Process Learning for Cyber-Attack Early Warning. Jian Zhang, Phillip A. Porras, Johannes Ullrich |
| 2008 | Generic Methods for Multi-criteria Evaluation. Niklas Lavesson, Paul Davidsson |
| 2008 | Graph Mining with Variational Dirichlet Process Mixture Models. Koji Tsuda, Kenichi Kurihara |
| 2008 | Integration of Multiple Networks for Robust Label Propagation. Tsuyoshi Kato, Hisashi Kashima, Masashi Sugiyama |
| 2008 | Large-Scale Many-Class Learning. Omid Madani, Michael Connor |
| 2008 | Latent Variable Mining with Its Applications to Anomalous Behavior Detection. Shunsuke Hirose, Kenji Yamanishi |
| 2008 | Learning Markov Network Structure using Few Independence Tests. Parichey Gandhi, Facundo Bromberg, Dimitris Margaritis |
| 2008 | Massive-Scale Kernel Discriminant Analysis: Mining for Quasars. Ryan Riegel, Alexander G. Gray, Gordon Richards |
| 2008 | Maximal Quasi-Bicliques with Balanced Noise Tolerance: Concepts and Co-clustering Applications. Jinyan Li, Kelvin Sim, Guimei Liu, Limsoon Wong |
| 2008 | Mining Abnormal Patterns from Heterogeneous Time-Series with Irrelevant Features for Fault Event Detection. Ryohei Fujimaki, Takayuki Nakata, Hidenori Tsukahara, Akinori Sato |
| 2008 | Mining Association Rules of Simple Conjunctive Queries. Bart Goethals, Wim Le Page, Heikki Mannila |
| 2008 | Mining Complex, Maximal and Complete Sub-graph and Sets of Correlated Variables with Applications to Feature Subset Selection. Florian Verhein |
| 2008 | Mining Sequence Classifiers for Early Prediction. Zhengzheng Xing, Jian Pei, Guozhu Dong, Philip S. Yu |
| 2008 | Mining Tree Patterns with Almost Smallest Supertrees. Jeroen De Knijf |
| 2008 | Mining and Ranking Generators of Sequential Patterns. David Lo, Siau-Cheng Khoo, Jinyan Li |
| 2008 | On Indexing High Demensional Data with Uncertainty. Charu C. Aggarwal, Philip S. Yu |
| 2008 | On the Dangers of Cross-Validation. An Experimental Evaluation. R. Bharat Rao, Glenn Fung |
| 2008 | Outlier Detection with Uncertain Data. Charu C. Aggarwal, Philip S. Yu |
| 2008 | Practical Private Computation and Zero-Knowledge Tools for Privacy-Preserving Distributed Data Mining. Yitao Duan, John F. Canny |
| 2008 | Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining. Shuguo Han, Wee Keong Ng |
| 2008 | Proceedings of the SIAM International Conference on Data Mining, SDM 2008, April 24-26, 2008, Atlanta, Georgia, USA |
| 2008 | Proximity Tracking on Time-Evolving Bipartite Graphs. Hanghang Tong, Spiros Papadimitriou, Philip S. Yu, Christos Faloutsos |
| 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 | Randomization of real-valued matrices for assessing the significance of data mining results. Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila |
| 2008 | Randomizing Social Networks: a Spectrum Preserving Approach. Xiaowei Ying, Xintao Wu |
| 2008 | Robust Clustering in Arbitrarily Oriented Subspaces. Elke Achtert, Christian Böhm, Jörn David, Peer Kröger, Arthur Zimek |
| 2008 | Roughly Balanced Bagging for Imbalanced Data. Shohei Hido, Hisashi Kashima |
| 2008 | Semantic Smoothing for Bayesian Text Classification with Small Training Data. Xiaohua Zhou, Xiaodan Zhang, Xiaohua Hu |
| 2008 | Semi-Supervised Classification with Universum. Dan Zhang, Jingdong Wang, Fei Wang, Changshui Zhang |
| 2008 | Semi-Supervised Clustering via Matrix Factorization. Fei Wang, Tao Li, Changshui Zhang |
| 2008 | Semi-Supervised Learning Based on Semiparametric Regularization. Zhen Guo, Zhongfei (Mark) Zhang, Eric P. Xing, Christos Faloutsos |
| 2008 | Semi-supervised Learning of a Markovian Metric. Avleen Singh Bijral, Manuel E. Lladser, Gregory Z. Grudic |
| 2008 | Semi-supervised Multi-label Learning by Solving a Sylvester Equation. Gang Chen, Yangqiu Song, Fei Wang, Changshui Zhang |
| 2008 | Similarity Measures for Categorical Data: A Comparative Evaluation. Shyam Boriah, Varun Chandola, Vipin Kumar |
| 2008 | Simultaneous Unsupervised Learning of Disparate Clusterings. Prateek Jain, Raghu Meka, Inderjit S. Dhillon |
| 2008 | SpaRClus: Spatial Relationship Pattern-Based Hierarchial Clustering. Sangkyum Kim, Xin Jin, Jiawei Han |
| 2008 | Spatial Scan Statistics for Graph Clustering. Bei Wang, Jeff M. Phillips, Robert Schreiber, Dennis M. Wilkinson |
| 2008 | Spatio-Temporal Partitioning for Improving Aerosol Prediction Accuracy. Vladan Radosavljevic, Slobodan Vucetic, Zoran Obradovic |
| 2008 | Statistical Density Prediction in Traffic Networks. Hans-Peter Kriegel, Matthias Renz, Matthias Schubert, Andreas Züfle |
| 2008 | The Asymmetric Approximate Anytime Join: A New Primitive with Applications to Data Mining. Lexiang Ye, Xiaoyue Wang, Dragomir Yankov, Eamonn J. Keogh |
| 2008 | The PageTrust Algorithm: How to rank web pages when negative links are allowed? Cristobald de Kerchove, Paul Van Dooren |
| 2008 | The Relevant-set Correlation Model for Data Clustering. Michael E. Houle |
| 2008 | Theorectical Analysis of Subsequence Time-Series Clustering from a Frequency-Analysis Viewpoint. Ryohei Fujimaki, Shunsuke Hirose, Takayuki Nakata |
| 2008 | Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing. Jiangtao Ren, Xiaoxiao Shi, Wei Fan, Philip S. Yu |
| 2008 | Unsupervised Segmentation of Conversational Transcripts. Krishna Kummamuru, Deepak Padmanabhan, Shourya Roy, L. Venkata Subramaniam |
| 2008 | Weighted Consensus Clustering. Tao Li, Chris H. Q. Ding |