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| 2005 | A Cutting Algorithm for the Minimum Sum-of-Squared Error Clustering. Yu Xia, Jiming Peng |
| 2005 | A Random Walks Perspective on Maximizing Satisfaction and Profit. Matthew Brand |
| 2005 | A Spectral Clustering Approach To Finding Communities in Graph. Scott White, Padhraic Smyth |
| 2005 | An Algorithm for Well Structured Subspace Clusters. Haiyun Bian, Raj Bhatnagar |
| 2005 | Building Decision Trees on Records Linked through Key References. Ke Wang, Yabo Xu, Philip S. Yu, Rong She |
| 2005 | CBS: A New Classification Method by Using Sequential Patterns. Vincent Shin-Mu Tseng, Chao-Hui Lee |
| 2005 | CLSI: A Flexible Approximation Scheme from Clustered Term-Document Matrices. Efstratios Gallopoulos, Dimitrios Zeimpekis |
| 2005 | ClosedPROWL: Efficient Mining of Closed Frequent Continuities by Projected Window List Technology. Kuo-Yu Huang, Chia-Hui Chang, Kuo-Zui Lin |
| 2005 | Cluster Validity Analysis of Alternative Results from Multi-Objective Optimization. Reda Alhajj |
| 2005 | Clustering with Constraints: Feasibility Issues and the k-Means Algorithm. Ian Davidson, S. S. Ravi |
| 2005 | Clustering with Model-level Constraints. David Gondek, Shivakumar Vaithyanathan, Ashutosh Garg |
| 2005 | Computational Developments of Sijin Liu, Xiaotong Shen, Wing Hung Wong |
| 2005 | Correcting Sampling Bias in Structural Genomics through Iterative Selection of Underrepresented Targets. Kang Peng, Slobodan Vucetic, Zoran Obradovic |
| 2005 | Correlation Clustering for Learning Mixtures of Canonical Correlation Models. Xiaoli Zhang Fern, Carla E. Brodley, Mark A. Friedl |
| 2005 | Cross Table Cubing: Mining Iceberg Cubes from Data Warehouses. Jian Pei, Moonjung Cho, David Wai-Lok Cheung |
| 2005 | Decision Tree Induction in High Dimensional, Hierarchically Distributed Databases. Amir Bar-Or, Ran Wolff, Assaf Schuster, Daniel Keren |
| 2005 | Depth-First Non-Derivable Itemset Mining. Toon Calders, Bart Goethals |
| 2005 | Discarding Insignificant Rules during Impact Rule Discovery in Large, Dense Databases. Shiying Huang, Geoffrey I. Webb |
| 2005 | Dynamic Classification of Defect Structures in Molecular Dynamics Simulation Data. Sameep Mehta, Steve Barr, Tat-Sang Choy, Hui Yang, Srinivasan Parthasarathy, Raghu Machiraju, John Wilkins |
| 2005 | Efficient Allocation of Marketing Resources using Dynamic Programming. Giuliano Tirenni, Abderrahim Labbi, André Elisseeff, Cesar Berrospi |
| 2005 | Efficient Mining of Maximal Sequential Patterns Using Multiple Samples. Congnan Luo, Soon Myoung Chung |
| 2005 | Expanding the Training Data Space Using Emerging Patterns and Genetic Methods. Hamad Alhammady, Kotagiri Ramamohanarao |
| 2005 | Exploiting Geometry for Support Vector Machine Indexing. Navneet Panda, Edward Y. Chang |
| 2005 | Exploiting Parameter Related Domain Knowledge for Learning in Graphical Models. Radu Stefan Niculescu, Tom M. Mitchell, R. Bharat Rao |
| 2005 | Exploiting Relationships for Domain-Independent Data Cleaning. Dmitri V. Kalashnikov, Sharad Mehrotra, Zhaoqi Chen |
| 2005 | Finding Young Stellar Populations in Elliptical Galaxies from Independent Components of Optical Spectra. Ata Kabán, Louisa Nolan, Somak Raychaudhury |
| 2005 | Gaussian Processes for Active Data Mining of Spatial Aggregates. Naren Ramakrishnan, Chris Bailey-Kellogg, Satish Tadepalli, Varun Pandey |
| 2005 | HARMONY: Efficiently Mining the Best Rules for Classification. Jianyong Wang, George Karypis |
| 2005 | Hierarchical Document Classification Using Automatically Generated Hierarchy. Tao Li |
| 2005 | Hybrid Attribute Reduction for Classification Based on A Fuzzy Rough Set Technique. Qinghua Hu, Daren Yu, Zongxia Xie |
| 2005 | Influence in Ratings-Based Recommender Systems: An Algorithm-Independent Approach. Al Mamunur Rashid, George Karypis, John Riedl |
| 2005 | Iterative Mining for Rules with Constrained Antecedents. Zheng Sun, Philip S. Yu, Xiang-Yang Li |
| 2005 | Knowledge Discovery from Heterogeneous Dynamic Systems using Change-Point Correlations. Tsuyoshi Idé, Keisuke Inoue |
| 2005 | Kronecker Factorization for Speeding up Kernel Machines. Gang Wu, Zhihua Zhang, Edward Y. Chang |
| 2005 | Lazy Learning for Classification Based on Query Projections. Yiqiu Han, Wai Lam |
| 2005 | Learning to Refine Ontology for a New Web Site Using a Bayesian Approach. Tak-Lam Wong, Wai Lam |
| 2005 | Loadstar: A Load Shedding Scheme for Classifying Data Streams. Yun Chi, Philip S. Yu, Haixun Wang, Richard R. Muntz |
| 2005 | Making Data Mining Models Useful to Model Non-paying Customers of Exchange Carriers. Wei Fan, Janek Mathuria, Chang-Tien Lu |
| 2005 | Markov Models for Identification of Significant Episodes. Robert Gwadera, Mikhail J. Atallah, Wojciech Szpankowski |
| 2005 | Matrix Condition Number Prediction with SVM Regression and Feature Selection. Shuting Xu, Jun Zhang |
| 2005 | Mining Behavior Graphs for "Backtrace" of Noncrashing Bugs. Chao Liu, Xifeng Yan, Hwanjo Yu, Jiawei Han, Philip S. Yu |
| 2005 | Mining Frequent Itemsets from Data Streams with a Time-Sensitive Sliding Window. Chih-Hsiang Lin, Ding-Ying Chiu, Yi-Hung Wu, Arbee L. P. Chen |
| 2005 | Mining Non-Derivable Association Rules. Bart Goethals, Juho Muhonen, Hannu Toivonen |
| 2005 | Mining Top-K Itemsets over a Sliding Window Based on Zipfian Distribution. Raymond Chi-Wing Wong, Ada Wai-Chee Fu |
| 2005 | Mining Unconnected Patterns in Workflows. Gianluigi Greco, Antonella Guzzo, Giuseppe Manco, Domenico Saccà |
| 2005 | Model-based Clustering With Probabilistic Constraints. Martin H. C. Law, Alexander P. Topchy, Anil K. Jain |
| 2005 | Near-Neighbor Search in Pattern Distance Spaces. Haixun Wang, Chang-Shing Perng, Philip S. Yu |
| 2005 | On Abnormality Detection in Spuriously Populated Data Streams. Charu C. Aggarwal |
| 2005 | On Clustering Binary Data. Tao Li |
| 2005 | On Error Correlation and Accuracy of Nearest Neighbor Ensemble Classifiers. Carlotta Domeniconi, Bojun Yan |
| 2005 | On Periodicity Detection and Structural Periodic Similarity. Michail Vlachos, Philip S. Yu, Vittorio Castelli |
| 2005 | On Variable Constraints in Privacy Preserving Data Mining. Charu C. Aggarwal, Philip S. Yu |
| 2005 | On the Equivalence of Nonnegative Matrix Factorization and Spectral Clustering. Chris H. Q. Ding, Xiaofeng He |
| 2005 | Online Analysis of Community Evolution in Data Streams. Charu C. Aggarwal, Philip S. Yu |
| 2005 | PCA without eigenvalue calculations: a case study on face recognition. Effrosini Kokiopoulou, Yousef Saad |
| 2005 | Parallel Computation of RBF Kernels for Support Vector Classifiers. Shibin Qiu, Terran Lane |
| 2005 | Privacy Aware Market Basket Data Set Generation: A Feasible Approach for Inverse Frequent Set Mining. Xintao Wu, Ying Wu, Yongge Wang, Yingjiu Li |
| 2005 | Privacy-Preserving Classification of Customer Data without Loss of Accuracy. Zhiqiang Yang, Sheng Zhong, Rebecca N. Wright |
| 2005 | Proceedings of the 2005 SIAM International Conference on Data Mining, SDM 2005, Newport Beach, CA, USA, April 21-23, 2005 Hillol Kargupta, Jaideep Srivastava, Chandrika Kamath, Arnold Goodman |
| 2005 | Pushing Feature Selection Ahead Of Join. Rong She, Ke Wang, Yabo Xu, Philip S. Yu |
| 2005 | SPID4.7: Discretization Using Successive Pseudo Deletion at Maximum Information Gain Boundary Points. Himika Biswas, Somnath Pal |
| 2005 | SUMSRM: A New Statistic for the Structural Break Detection in Time Series. Kwok Pan Pang |
| 2005 | SeqIndex: Indexing Sequences by Sequential Pattern Analysis. Hong Cheng, Xifeng Yan, Jiawei Han |
| 2005 | Slope One Predictors for Online Rating-Based Collaborative Filtering. Daniel Lemire, Anna Maclachlan |
| 2005 | Sparse Fisher Discriminant Analysis for Computer Aided Detection. Murat Dundar, Glenn Fung, Jinbo Bi, Sathyakama Sandilya, R. Bharat Rao |
| 2005 | Statictical Models for Unequally Spaced Time Series. Alina Beygelzimer, Emre Erdogan, Sheng Ma, Irina Rish |
| 2005 | Striking Two Birds With One Stone: Simultaneous Mining of Positive and Negative Spatial Patterns. Bavani Arunasalam, Sanjay Chawla, Pei Sun |
| 2005 | Summarizing Sequential Data with Closed Partial Orders. Gemma Casas-Garriga |
| 2005 | Summarizing and Mining Skewed Data Streams. Graham Cormode, S. Muthukrishnan |
| 2005 | Surveying Data for Patchy Structure. Ronald K. Pearson |
| 2005 | Symmetric Statistical Translation Models for Automatic Image Annotation. Feng Kang, Rong Jin |
| 2005 | The Best Nurturers in Computer Science Research. Bharath Kumar Mohan |
| 2005 | Three Myths about Dynamic Time Warping Data Mining. Chotirat (Ann) Ratanamahatana, Eamonn J. Keogh |
| 2005 | Time-series Bitmaps: a Practical Visualization Tool for Working with Large Time Series Databases. Nitin Kumar, Venkata Nishanth Lolla, Eamonn J. Keogh, Stefano Lonardi, Chotirat (Ann) Ratanamahatana |
| 2005 | Topic-driven Clustering for Document Datasets. Ying Zhao, George Karypis |
| 2005 | Variational Learning for Noisy-OR Component Analysis. Tomás Singliar, Milos Hauskrecht |
| 2005 | WFIM: Weighted Frequent Itemset Mining with a weight range and a minimum weight. Unil Yun, John J. Leggett |