| 2008 | A Conservative Feature Subset Selection Algorithm with Missing Data. Alex Aussem, Sergio Rodrigues de Morais |
| 2008 | A Fast Method to Mine Frequent Subsequences from Graph Sequence Data. Akihiro Inokuchi, Takashi Washio |
| 2008 | A Generative Probabilistic Model for Multi-label Classification. Hongning Wang, Minlie Huang, Xiaoyan Zhu |
| 2008 | A Hierarchical Algorithm for Clustering Uncertain Data via an Information-Theoretic Approach. Francesco Gullo, Giovanni Ponti, Andrea Tagarelli, Sergio Greco |
| 2008 | A Joint Matrix Factorization Approach to Unsupervised Action Categorization. Peng Cui, Fei Wang, Lifeng Sun, Shi-Qiang Yang |
| 2008 | A Non-parametric Approach to Pair-Wise Dynamic Topic Correlation Detection. Yang Song, Lu Zhang, C. Lee Giles |
| 2008 | A Non-parametric Semi-supervised Discretization Method. Alexis Bondu, Marc Boullé, Vincent Lemaire, Stéphane Loiseau, Béatrice Duval |
| 2008 | A Novel Language-Model-Based Approach for Image Object Mining and Re-ranking. Jen-Hao Hsiao, Chu-Song Chen, Ming-Syan Chen |
| 2008 | A Novel Method of Combined Feature Extraction for Recognition. Tingkai Sun, Songcan Chen, Jing-Yu Yang, Pengfei Shi |
| 2008 | A Practical Approach to Classify Evolving Data Streams: Training with Limited Amount of Labeled Data. Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, Bhavani Thuraisingham |
| 2008 | A Probability Model for Projective Clustering on High Dimensional Data. Lifei Chen, Qingshan Jiang, Shengrui Wang |
| 2008 | A Randomized Approach for Approximating the Number of Frequent Sets. Mario Boley, Henrik Grosskreutz |
| 2008 | A Recommendation System for Preconditioned Iterative Solvers. Thomas George, Anshul Gupta, Vivek Sarin |
| 2008 | A Robust Discriminative Term Weighting Based Linear Discriminant Method for Text Classification. Khurum Nazir Junejo, Asim Karim |
| 2008 | A Shrinkage Approach for Modeling Non-stationary Relational Autocorrelation. Pelin Angin, Jennifer Neville |
| 2008 | A Topic Modeling Approach and Its Integration into the Random Walk Framework for Academic Search. Jie Tang, Ruoming Jin, Jing Zhang |
| 2008 | Active Learning of Equivalence Relations by Minimizing the Expected Loss Using Constraint Inference. Steffen Rendle, Lars Schmidt-Thieme |
| 2008 | Alert Detection in System Logs. Adam J. Oliner, Alex Aiken, Jon Stearley |
| 2008 | Anomaly Detection Support Vector Machine and Its Application to Fault Diagnosis. Ryohei Fujimaki |
| 2008 | Anti-monotonic Overlap-Graph Support Measures. Toon Calders, Jan Ramon, Dries Van Dyck |
| 2008 | Balancing Spectral Clustering for Segmenting Spatio-temporal Observations of Multi-agent Systems. Bálint Takács, Yiannis Demiris |
| 2008 | Bayesian Co-clustering. Hanhuai Shan, Arindam Banerjee |
| 2008 | Block-Iterative Algorithms for Non-negative Matrix Approximation. Suvrit Sra |
| 2008 | Boosting Relational Sequence Alignments. Andreas Karwath, Kristian Kersting, Niels Landwehr |
| 2008 | Border Sampling through Coupling Markov Chain Monte Carlo. Guichong Li, Nathalie Japkowicz, Trevor J. Stocki, R. Kurt Ungar |
| 2008 | Classifying High-Dimensional Text and Web Data Using Very Short Patterns. Hassan H. Malik, John R. Kender |
| 2008 | Cleansing Noisy Data Streams. Xingquan Zhu, Peng Zhang, Xindong Wu, Dan He, Chengqi Zhang, Yong Shi |
| 2008 | Clustering Distributed Time Series in Sensor Networks. Jie Yin, Mohamed Medhat Gaber |
| 2008 | Clustering Documents with Active Learning Using Wikipedia. Anna-Lan Huang, David N. Milne, Eibe Frank, Ian H. Witten |
| 2008 | Clustering Geospatial Objects via Hidden Markov Random Fields. Makoto Sato, Shuichiro Imahara |
| 2008 | Clustering Uncertain Data Using Voronoi Diagrams. Ben Kao, Sau Dan Lee, David W. Cheung, Wai-Shing Ho, K. F. Chan |
| 2008 | Collaborative Filtering for Implicit Feedback Datasets. Yifan Hu, Yehuda Koren, Chris Volinsky |
| 2008 | Collective Latent Dirichlet Allocation. Zhiyong Shen, Jun Sun, Yi-Dong Shen |
| 2008 | Comparative Evaluation of Anomaly Detection Techniques for Sequence Data. Varun Chandola, Varun Mithal, Vipin Kumar |
| 2008 | Comparison of Cluster Representations from Partial Second- to Full Fourth-Order Cross Moments for Data Stream Clustering. Mingzhou (Joe) Song, Lin Zhang |
| 2008 | Computational Discovery of Motifs Using Hierarchical Clustering Techniques. Dianhui Wang, Nung Kion Lee |
| 2008 | Computationally Efficient Estimators for Dimension Reductions UsingStable Random Projections. Ping Li |
| 2008 | Cost-Sensitive Parsimonious Linear Regression. Robby Goetschalckx, Kurt Driessens, Scott Sanner |
| 2008 | DECK: Detecting Events from Web Click-Through Data. Ling Chen, Yiqun Hu, Wolfgang Nejdl |
| 2008 | Direct Zero-Norm Optimization for Feature Selection. Kaizhu Huang, Irwin King, Michael R. Lyu |
| 2008 | Dirichlet Process Based Evolutionary Clustering. Tianbing Xu, Zhongfei (Mark) Zhang, Philip S. Yu, Bo Long |
| 2008 | DisCo: Distributed Co-clustering with Map-Reduce: A Case Study towards Petabyte-Scale End-to-End Mining. Spiros Papadimitriou, Jimeng Sun |
| 2008 | Discovering Flow Anomalies: A SWEET Approach. James M. Kang, Shashi Shekhar, Christine Wennen, Paige J. Novak |
| 2008 | Discovering Significant Patterns in Multi-stream Sequences. Robert Gwadera, Fabio Crestani |
| 2008 | Document-Word Co-regularization for Semi-supervised Sentiment Analysis. Vikas Sindhwani, Prem Melville |
| 2008 | Efficient Discovery of Statistically Significant Association Rules. Wilhelmiina Hämäläinen, Matti Nykänen |
| 2008 | Efficient Feature Selection in the Presence of Multiple Feature Classes. Paramveer S. Dhillon, Dean P. Foster, Lyle H. Ungar |
| 2008 | Enhancing the Stability of Spectral Ordering with Sparsification and Partial Supervision: Application to Paleontological Data. Dimitrios Mavroeidis, Ella Bingham |
| 2008 | Estimating Aggregates over Multiple Sets. Edith Cohen, Haim Kaplan |
| 2008 | Evolutionary Clustering by Hierarchical Dirichlet Process with Hidden Markov State. Tianbing Xu, Zhongfei (Mark) Zhang, Philip S. Yu, Bo Long |
| 2008 | Experimental Evaluation of the Value of Structure: How to Efficiently Exploit Interdependencies in Sequence Labeling. Guillaume Wisniewski, Patrick Gallinari |
| 2008 | Exploiting Local and Global Invariants for the Management of Large Scale Information Systems. Haifeng Chen, Haibin Cheng, Guofei Jiang, Kenji Yoshihira |
| 2008 | Fast Counting of Triangles in Large Real Networks without Counting: Algorithms and Laws. Charalampos E. Tsourakakis |
| 2008 | Fast and Memory Efficient Mining of High Utility Itemsets in Data Streams. Hua-Fu Li, Hsin-Yun Huang, Yi-Cheng Chen, Yu-Jiun Liu, Suh-Yin Lee |
| 2008 | Filling in the Blanks - Krimp Minimisation for Missing Data. Jilles Vreeken, Arno Siebes |
| 2008 | Finding Alternative Clusterings Using Constraints. Ian Davidson, Zijie Qi |
| 2008 | Finding Good Itemsets by Packing Data. Nikolaj Tatti, Jilles Vreeken |
| 2008 | Formal Models for Expert Finding on DBLP Bibliography Data. Hongbo Deng, Irwin King, Michael R. Lyu |
| 2008 | Frequent Subgraph Retrieval in Geometric Graph Databases. Sebastian Nowozin, Koji Tsuda |
| 2008 | Generalized Framework for Syntax-Based Relation Mining. Bonaventura Coppola, Alessandro Moschitti, Daniele Pighin |
| 2008 | Graph OLAP: Towards Online Analytical Processing on Graphs. Chen Chen, Xifeng Yan, Feida Zhu, Jiawei Han, Philip S. Yu |
| 2008 | Graph-Based Iterative Hybrid Feature Selection. Erheng Zhong, Sihong Xie, Wei Fan, Jiangtao Ren, Jing Peng, Kun Zhang |
| 2008 | Graph-Based Rare Category Detection. Jingrui He, Yan Liu, Richard D. Lawrence |
| 2008 | HIREL: An Incremental Clustering Algorithm for Relational Datasets. Tao Li, Sarabjot S. Anand |
| 2008 | INSCY: Indexing Subspace Clusters with In-Process-Removal of Redundancy. Ira Assent, Ralph Krieger, Emmanuel Müller, Thomas Seidl |
| 2008 | Improving Collaborative Filtering Recommendations Using External Data. Akhmed Umyarov, Alexander Tuzhilin |
| 2008 | Inference Analysis in Privacy-Preserving Data Re-publishing. Guan Wang, Zutao Zhu, Wenliang Du, Zhouxuan Teng |
| 2008 | Inlier-Based Outlier Detection via Direct Density Ratio Estimation. Shohei Hido, Yuta Tsuboi, Hisashi Kashima, Masashi Sugiyama, Takafumi Kanamori |
| 2008 | Interpreting PET Scans by Structured Patient Data: A Data Mining Case Study in Dementia Research. Andreas Hapfelmeier, Jana Schmidt, Marianne Mueller, Stefan Kramer, Robert Perneczky, Alexander Kurz, Alexander Drzezga |
| 2008 | Isolation Forest. Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou |
| 2008 | Iterative Set Expansion of Named Entities Using the Web. Richard C. Wang, William W. Cohen |
| 2008 | Iterative Subgraph Mining for Principal Component Analysis. Hiroto Saigo, Koji Tsuda |
| 2008 | LBF: A Labeled-Based Forecasting Algorithm and Its Application to Electricity Price Time Series. Francisco Martínez-Álvarez, Alicia Troncoso Lora, José C. Riquelme, Jesús S. Aguilar-Ruiz |
| 2008 | Latent Dirichlet Allocation and Singular Value Decomposition Based Multi-document Summarization. Rachit Arora, Balaraman Ravindran |
| 2008 | Learning Bayesian Networks: A MAP Criterion for Joint Selection of Model Structure and Parameter. Carsten Riggelsen |
| 2008 | Learning by Propagability. Bingbing Ni, Shuicheng Yan, Ashraf A. Kassim, Loong Fah Cheong |
| 2008 | Learning on Weighted Hypergraphs to Integrate Protein Interactions and Gene Expressions for Cancer Outcome Prediction. Taehyun Hwang, Ze Tian, Rui Kuang, Jean-Pierre A. Kocher |
| 2008 | Learning the Latent Semantic Space for Ranking in Text Retrieval. Jun Yan, Shuicheng Yan, Ning Liu, Zheng Chen |
| 2008 | M3MIML: A Maximum Margin Method for Multi-instance Multi-label Learning. Min-Ling Zhang, Zhi-Hua Zhou |
| 2008 | Maximum Margin Clustering with Pairwise Constraints. Yang Hu, Jingdong Wang, Nenghai Yu, Xian-Sheng Hua |
| 2008 | Maximum Margin Embedding. Bin Zhao, Fei Wang, Changshui Zhang |
| 2008 | Measuring Proximity on Graphs with Side Information. Hanghang Tong, Huiming Qu, Hani Jamjoom |
| 2008 | Metropolis Algorithms for Representative Subgraph Sampling. Christian Hübler, Hans-Peter Kriegel, Karsten M. Borgwardt, Zoubin Ghahramani |
| 2008 | Mining Large Networks with Subgraph Counting. Ilaria Bordino, Debora Donato, Aristides Gionis, Stefano Leonardi |
| 2008 | Mining Order-Preserving Submatrices from Data with Repeated Measurements. Chun Kit Chui, Ben Kao, Kevin Y. Yip, Sau Dan Lee |
| 2008 | Mining Periodic Behavior in Dynamic Social Networks. Mayank Lahiri, Tanya Y. Berger-Wolf |
| 2008 | Modeling and Predicting the Helpfulness of Online Reviews. Yang Liu, Xiangji Huang, Aijun An, Xiaohui Yu |
| 2008 | Multi-Space-Mapped SVMs for Multi-class Classification. Bo Liu, Longbing Cao, Philip S. Yu, Chengqi Zhang |
| 2008 | Multi-label Classification Using Ensembles of Pruned Sets. Jesse Read, Bernhard Pfahringer, Geoffrey Holmes |
| 2008 | Multiplicative Mixture Models for Overlapping Clustering. Qiang Fu, Arindam Banerjee |
| 2008 | Nearest Neighbour Classifiers for Streaming Data with Delayed Labelling. Ludmila I. Kuncheva, J. Salvador Sánchez |
| 2008 | Non-negative Matrix Factorization on Manifold. Deng Cai, Xiaofei He, Xiaoyun Wu, Jiawei Han |
| 2008 | Nonnegative Matrix Factorization for Combinatorial Optimization: Spectral Clustering, Graph Matching, and Clique Finding. Chris H. Q. Ding, Tao Li, Michael I. Jordan |
| 2008 | Nonparametric Monotone Classification with MOCA. Nicola Barile, Ad Feelders |
| 2008 | On Locally Linear Classification by Pairwise Coupling. Feng Chen, Chang-Tien Lu, Arnold P. Boedihardjo |
| 2008 | On-line LDA: Adaptive Topic Models for Mining Text Streams with Applications to Topic Detection and Tracking. Loulwa S. Al-Sumait, Daniel Barbará, Carlotta Domeniconi |
| 2008 | One-Class Collaborative Filtering. Rong Pan, Yunhong Zhou, Bin Cao, Nathan Nan Liu, Rajan M. Lukose, Martin Scholz, Qiang Yang |
| 2008 | Organic Pie Charts. Fabian Mörchen |
| 2008 | Overlapping Matrix Pattern Visualization: A Hypergraph Approach. Ruoming Jin, Yang Xiang, David Fuhry, Feodor F. Dragan |
| 2008 | Paired Learners for Concept Drift. Stephen H. Bach, Marcus A. Maloof |
| 2008 | Predicting Future Decision Trees from Evolving Data. Mirko Böttcher, Martin Spott, Rudolf Kruse |
| 2008 | Prediction of Skin Penetration Using Machine Learning Methods. Yi Sun, Gary P. Moss, Maria Prapopoulou, Rod Adams, Marc B. Brown, Neil Davey |
| 2008 | Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), December 15-19, 2008, Pisa, Italy |
| 2008 | Pseudolikelihood EM for Within-network Relational Learning. Rongjing Xiang, Jennifer Neville |
| 2008 | Publishing Sensitive Transactions for Itemset Utility. Yabo Xu, Benjamin C. M. Fung, Ke Wang, Ada Wai-Chee Fu, Jian Pei |
| 2008 | Quantitative Association Analysis Using Tree Hierarchies. Feng Pan, Lynda Yang, Leonard McMillan, Fernando Pardo-Manuel de Villena, David Threadgill, Wei Wang |
| 2008 | RBNBC: Repeat Based Naive Bayes Classifier for Biological Sequences. Pratibha Rani, Vikram Pudi |
| 2008 | RTM: Laws and a Recursive Generator for Weighted Time-Evolving Graphs. Leman Akoglu, Mary McGlohon, Christos Faloutsos |
| 2008 | ReDSOM: Relative Density Visualization of Temporal Changes in Cluster Structures Using Self-Organizing Maps. Denny, Graham J. Williams, Peter Christen |
| 2008 | Releasing the SVM Classifier with Privacy-Preservation. Keng-Pei Lin, Ming-Syan Chen |
| 2008 | Robust Time-Referenced Segmentation of Moving Object Trajectories. Hyunjin Yoon, Cyrus Shahabi |
| 2008 | SCS: A New Similarity Measure for Categorical Sequences. Abdellali Kelil, Shengrui Wang |
| 2008 | SPARCL: Efficient and Effective Shape-Based Clustering. Vineet Chaoji, Mohammad Al Hasan, Saeed Salem, Mohammed J. Zaki |
| 2008 | Scalable Tensor Decompositions for Multi-aspect Data Mining. Tamara G. Kolda, Jimeng Sun |
| 2008 | Scaling up Classifiers to Cloud Computers. Christopher Moretti, Karsten Steinhaeuser, Douglas Thain, Nitesh V. Chawla |
| 2008 | Semi-supervised Learning from General Unlabeled Data. Kaizhu Huang, Zenglin Xu, Irwin King, Michael R. Lyu |
| 2008 | SeqStream: Mining Closed Sequential Patterns over Stream Sliding Windows. Lei Chang, Tengjiao Wang, Dongqing Yang, Hua Luan |
| 2008 | Sequence Mining Automata: A New Technique for Mining Frequent Sequences under Regular Expressions. Roberto Trasarti, Francesco Bonchi, Bart Goethals |
| 2008 | Similarity Learning for Nearest Neighbor Classification. Ali Mustafa Qamar, Éric Gaussier, Jean-Pierre Chevallet, Joo-Hwee Lim |
| 2008 | Space Efficient String Mining under Frequency Constraints. Johannes Fischer, Veli Mäkinen, Niko Välimäki |
| 2008 | Sparse Maximum Margin Logistic Regression for Credit Scoring. Sabyasachi Patra, Kripa Shanker, Debasis Kundu |
| 2008 | Spatiotemporal Relational Probability Trees: An Introduction. Amy McGovern, Nathan C. Hiers, Matthew W. Collier, David John Gagne II, Rodger A. Brown |
| 2008 | SpecVAT: Enhanced Visual Cluster Analysis. Liang Wang, Xin Geng, James C. Bezdek, Christopher Leckie, Kotagiri Ramamohanarao |
| 2008 | Spotting Significant Changing Subgraphs in Evolving Graphs. Zheng Liu, Jeffrey Xu Yu, Yiping Ke, Xuemin Lin, Lei Chen |
| 2008 | Start Globally, Optimize Locally, Predict Globally: Improving Performance on Imbalanced Data. David A. Cieslak, Nitesh V. Chawla |
| 2008 | Stream Sequential Pattern Mining with Precise Error Bounds. Luiz F. Mendes, Bolin Ding, Jiawei Han |
| 2008 | Supervised Inductive Learning with Lotka-Volterra Derived Models. Karen Hovsepian, Peter Anselmo, Subhasish Mazumdar |
| 2008 | Support Vector Regression for Censored Data (SVRc): A Novel Tool for Survival Analysis. Faisal M. Khan, Valentina Bayer Zubek |
| 2008 | TEFE: A Time-Efficient Approach to Feature Extraction. Li-Ping Liu, Yang Yu, Yuan Jiang, Zhi-Hua Zhou |
| 2008 | TOFA: Trace Oriented Feature Analysis in Text Categorization. Jun Yan, Ning Liu, Qiang Yang, Weiguo Fan, Zheng Chen |
| 2008 | Temporal-Relational Classifiers for Prediction in Evolving Domains. Umang Sharan, Jennifer Neville |
| 2008 | Text Cube: Computing IR Measures for Multidimensional Text Database Analysis. Cindy Xide Lin, Bolin Ding, Jiawei Han, Feida Zhu, Bo Zhao |
| 2008 | Text Mining in Radiology Reports. Tianxia Gong, Chew Lim Tan, Tze-Yun Leong, Cheng Kiang Lee, Boon Chuan Pang, C. C. Tchoyoson Lim, Qi Tian, Suisheng Tang, Zhuo Zhang |
| 2008 | Time Sensitive Ranking with Application to Publication Search. Xin Li, Bing Liu, Philip S. Yu |
| 2008 | Toward Faster Nonnegative Matrix Factorization: A New Algorithm and Comparisons. Jingu Kim, Haesun Park |
| 2008 | Transductive Component Analysis. Wei Liu, Dacheng Tao, Jianzhuang Liu |
| 2008 | Unsupervised Cross-Domain Learning by Interaction Information Co-clustering. Shin Ando, Einoshin Suzuki |
| 2008 | Unsupervised Face Annotation by Mining the Web. Duy-Dinh Le, Shin'ichi Satoh |
| 2008 | Using Wikipedia for Co-clustering Based Cross-Domain Text Classification. Pu Wang, Carlotta Domeniconi, Jian Hu |
| 2008 | Variance Minimization Least Squares Support Vector Machines for Time Series Analysis. Róbert Ormándi |
| 2008 | Web Mining for Understanding Stories through Graph Visualisation. Ilija Subasic, Bettina Berendt |
| 2008 | What Sperner Family Concept Class is Easy to Be Enumerated? Atsuyoshi Nakamura, Mineichi Kudo |
| 2008 | Why Stacked Models Perform Effective Collective Classification. Andrew S. Fast, David D. Jensen |
| 2008 | WiFIsViz: Effective Visualization of Frequent Itemsets. Carson Kai-Sang Leung, Pourang Irani, Christopher L. Carmichael |
| 2008 | xCrawl: A High-Recall Crawling Method for Web Mining. Kostyantyn M. Shchekotykhin, Dietmar Jannach, Gerhard Friedrich |