| 2001 | A Clustering Method for Very Large Mixed Data Sets. Guillermo Sánchez-Díaz, José Ruiz-Shulcloper |
| 2001 | A Comparison of Stacking with Meta Decision Trees to Bagging, Boosting, and Stacking with other Methods. Bernard Zenko, Ljupco Todorovski, Saso Dzeroski |
| 2001 | A Fast Algorithm to Cluster High Dimensional Basket Data. Carlos Ordonez, Edward Omiecinski, Norberto F. Ezquerra |
| 2001 | A Hypergraph Based Clustering Algorithm for Spatial Data Sets. Jong-Sheng Cherng, Mei-Jung Lo |
| 2001 | A Min-max Cut Algorithm for Graph Partitioning and Data Clustering. Chris H. Q. Ding, Xiaofeng He, Hongyuan Zha, Ming Gu, Horst D. Simon |
| 2001 | A Pattern Decomposition (PD) Algorithm for Finding All Frequent Patterns in Large Datasets. Qinghua Zou, Wesley W. Chu, David B. Johnson, Henry Chiu |
| 2001 | A Scalable Algorithm for Clustering Sequential Data. Valerie Guralnik, George Karypis |
| 2001 | A Simple KNN Algorithm for Text Categorization. Pascal Soucy, Guy W. Mineau |
| 2001 | A Synchronization Based Algorithm for Discovering Ellipsoidal Clusters in Large Datasets. Hichem Frigui, Mohamed Ben Hadj Rhouma |
| 2001 | A Tight Upper Bound on the Number of Candidate Patterns. Floris Geerts, Bart Goethals, Jan Van den Bussche |
| 2001 | AINE: An Immunological Approach to Data Mining. Thomas Knight, Jon Timmis |
| 2001 | Ad Hoc Association Rule Mining as SQL3 Queries. Hasan M. Jamil |
| 2001 | An Agglomerative Hierarchical Clustering Using Partial Maximum Array and Incremental Similarity Computation Method. Sung Young Jung, Taek-Soo Kim |
| 2001 | An Efficient Data Mining Technique for Discovering Interesting Sequential Patterns. Show-Jane Yen, Yue-Shi Lee |
| 2001 | An Efficient Fuzzy C-Means Clustering Algorithm. Ming-Chuan Hung, Don-Lin Yang |
| 2001 | An Experimental Comparison of Supervised and Unsupervised Approaches to Text Summarization. Tadashi Nomoto, Yuji Matsumoto |
| 2001 | An Immune Neural Network Used for Classification. Lei Wang, Licheng Jiao |
| 2001 | An Online Algorithm for Segmenting Time Series. Eamonn J. Keogh, Selina Chu, David M. Hart, Michael J. Pazzani |
| 2001 | Analyzing the Interestingness of Association Rules from the Temporal Dimension. Bing Liu, Yiming Ma, Ronnie Lee |
| 2001 | Anchor Text Mining for Translation of Web Queries. Wen-Hsiang Lu, Lee-Feng Chien, Hsi-Jian Lee |
| 2001 | Applications of Data Mining in Hydrology. Xu Liang, Yao Liang |
| 2001 | Association Rules Enhanced Classification of Underwater Acoustic Signal. Jie Chen, Haiying Li, Shiwei Tang |
| 2001 | Automatic Topic Identification Using Webpage Clustering. Xiaofeng He, Chris H. Q. Ding, Hongyuan Zha, Horst D. Simon |
| 2001 | Bayesian Data Mining on the Web with B-Course. Petri Myllymäki, Tomi Silander, Henry Tirri, Pekka Uronen |
| 2001 | Better Rules, Few Features: A Semantic Approach to Selecting Features from Text. Catherine Blake, Wanda Pratt |
| 2001 | CMAR: Accurate and Efficient Classification Based on Multiple Class-Association Rules. Wenmin Li, Jiawei Han, Jian Pei |
| 2001 | Classification through Maximizing Density. Hui Wang, Ivo Düntsch, David A. Bell, Dayou Liu |
| 2001 | Classification with Degree of Membership: A Fuzzy Approach. Wai-Ho Au, Keith C. C. Chan |
| 2001 | Closing the Loop: An Agenda- and Justification-Based Framework for Selecting the Next Discovery Task to Perform. Gary Livingston, John M. Rosenberg, Bruce G. Buchanan |
| 2001 | Closing the Loop: Heuristics for Autonomous Discovery. Gary Livingston, John M. Rosenberg, Bruce G. Buchanan |
| 2001 | Clustering Validity Assessment: Finding the Optimal Partitioning of a Data Set. Maria Halkidi, Michalis Vazirgiannis |
| 2001 | Combining Labeled and Unlabeled Data for Text Classification with a Large Number of Categories. Rayid Ghani |
| 2001 | Comparisons of Classification Methods for Screening Potential Compounds. Aijun An, Yuanyuan Wang |
| 2001 | Concise Representation of Frequent Patterns Based on Disjunction-Free Generators. Marzena Kryszkiewicz |
| 2001 | Creating Ensembles of Classifiers. Nitesh V. Chawla, Steven Eschrich, Lawrence O. Hall |
| 2001 | Data Analysis and Mining in Ordered Information Tables. Ying Sai, Yiyu Yao, Ning Zhong |
| 2001 | Dependency Derivation in Industrial Process Data. Daniel Gillblad, Anders Holst |
| 2001 | Discovering Representative Episodal Association Rules from Event Sequences Using Frequent Closed Episode Sets and Event Constraints. Sherri K. Harms, Jitender S. Deogun, Jamil Saquer, Tsegaye Tadesse |
| 2001 | Discovering Similar Patterns for Characterising Time Series in a Medical Domain. Fernando Alonso, Juan Pedro Caraça-Valente, Loïc Martínez, César Montes |
| 2001 | Discovery of Association Rules in Tabular Data. Graeme Richards, Victor J. Rayward-Smith |
| 2001 | Distance Measures for Effective Clustering of ARIMA Time-Series. Konstantinos Kalpakis, Dhiral Gada, Vasundhara Puttagunta |
| 2001 | Distributed Web Mining Using Bayesian Networks from Multiple Data Streams. Rong Chen, Krishnamoorthy Sivakumar, Hillol Kargupta |
| 2001 | Document Clustering and Cluster Topic Extraction in Multilingual Corpora. Joaquim Ferreira da Silva, João Mexia, Carlos Agra Coelho, José Gabriel Pereira Lopes |
| 2001 | Efficient Determination of Dynamic Split Points in a Decision Tree. David Maxwell Chickering, Christopher Meek, Robert Rounthwaite |
| 2001 | Efficient Splitting Rules Based on the Probabilities of Pre-assigned Intervals. June-Suh Cho, Nabil R. Adam |
| 2001 | Efficient Yet Accurate Clustering. Manoranjan Dash, Kian-Lee Tan, Huan Liu |
| 2001 | Efficiently Mining Maximal Frequent Itemsets. Karam Gouda, Mohammed Javeed Zaki |
| 2001 | Evaluating Boosting Algorithms to Classify Rare Classes: Comparison and Improvements. Mahesh V. Joshi, Vipin Kumar, Ramesh C. Agarwal |
| 2001 | Evolutionary Structure Learning Algorithm for Bayesian Network and Penalized Mutual Information Metric. Gang Li, Fu Tong, Honghua Dai |
| 2001 | FARM: A Framework for Exploring Mining Spaces with Multiple Attributes. Chang-Shing Perng, Haixun Wang, Sheng Ma, Joseph L. Hellerstein |
| 2001 | Fast Parallel Association Rule Mining without Candidacy Generation. Osmar R. Zaïane, Mohammad El-Hajj, Paul Lu |
| 2001 | FlExPat: Flexible Extraction of Sequential Patterns. Pierre-Yves Rolland |
| 2001 | Frequent Subgraph Discovery. Michihiro Kuramochi, George Karypis |
| 2001 | Functional Trees for Classification. João Gama |
| 2001 | Fuzzy Data Mining: Effect of Fuzzy Discretization. Hisao Ishibuchi, Takashi Yamamoto, Tomoharu Nakashima |
| 2001 | H-Mine: Hyper-Structure Mining of Frequent Patterns in Large Databases. Jian Pei, Jiawei Han, Hongjun Lu, Shojiro Nishio, Shiwei Tang, Dongqing Yang |
| 2001 | Heuristic Optimization for Decentralized Frequent Itemset Counting. Viviane Crestana-Jensen, Nandit Soparkar |
| 2001 | Hierarchical Text Classification and Evaluation. Aixin Sun, Ee-Peng Lim |
| 2001 | Incremental Learning of Bayesian Networks with Hidden Variables. Fengzhan Tian, Hongwei Zhang, Yuchang Lu, Chunyi Shi |
| 2001 | Incremental Learning with Support Vector Machines. Stefan Rüping |
| 2001 | Incremental Support Vector Machine Construction. Carlotta Domeniconi, Dimitrios Gunopulos |
| 2001 | Indiscernibility Degree of Objects for Evaluating Simplicity of Knowledge in the Clustering Procedure. Shoji Hirano, Shusaku Tsumoto |
| 2001 | Inexact Field Learning: An Approach to Induce High Quality Rules from Low Quality Data. Honghua Dai, Xiaoshu Hang, Gang Li |
| 2001 | Integrating E-Commerce and Data Mining: Architecture and Challenges. Suhail Ansari, Ron Kohavi, Llew Mason, Zijian Zheng |
| 2001 | Interestingness PreProcessing. Sigal Sahar |
| 2001 | Interestingness, Peculiarity, and Multi-Database Mining. Ning Zhong, Y. Y. Yao, Muneaki Ohshima, Setsuo Ohsuga |
| 2001 | Knowledge Discovery from Diagrammatically Represented Data. Michael Anderson |
| 2001 | LPMiner: An Algorithm for Finding Frequent Itemsets Using Length-Decreasing Support Constraint. Masakazu Seno, George Karypis |
| 2001 | Learning Automatic Acquisition of Subcategorization Frames Using Bayesian Inference and Support Vector Machines. Manolis Maragoudakis, Katia Kermanidis, Nikos Fakotakis, George K. Kokkinakis |
| 2001 | Maintenance of Sequential Patterns for Record Deletion. Ching-Yao Wang, Tzung-Pei Hong, Shian-Shyong Tseng |
| 2001 | Measuring Real-Time Predictive Models. Sam Steingold, Richard Wherry, Gregory Piatetsky-Shapiro |
| 2001 | Meta-patterns: Revealing Hidden Periodic Patterns. Wei Wang, Jiong Yang, Philip S. Yu |
| 2001 | Metric Rule Generation with Septic Shock Patient Data. Jürgen Paetz |
| 2001 | Mining California Vital Statistics Data. Du Zhang, Quoc Luan Ha, Meiliu Lu |
| 2001 | Mining Constrained Association Rules to Predict Heart Disease. Carlos Ordonez, Edward Omiecinski, Levien de Braal, Cesar A. Santana, Norberto F. Ezquerra, José A. Taboada, C. David Cooke, Elizabeth Krawczynska, Ernest V. Garcia |
| 2001 | Mining Coverage-Based Fuzzy Rules by Evolutional Computation. Tzung-Pei Hong, Yeong-Chyi Lee |
| 2001 | Mining Decision Trees from Data Streams in a Mobile Environment. Hillol Kargupta, Byung-Hoon Park |
| 2001 | Mining Frequent Closed Itemsets with the Frequent Pattern List. Fan-Chen Tseng, Ching-Chi Hsu, Henry Chen |
| 2001 | Mining Generalized Association Rules for Sequential and Path Data. Wolfgang Gaul, Lars Schmidt-Thieme |
| 2001 | Mining Image Features for Efficient Query Processing. Beitao Li, Wei-Cheng Lai, Edward Y. Chang, Kwang-Ting Cheng |
| 2001 | Mining Mutually Dependent Patterns. Sheng Ma, Joseph L. Hellerstein |
| 2001 | Mining the Smallest Association Rule Set for Predictions. Jiuyong Li, Hong Shen, Rodney W. Topor |
| 2001 | Mining the Web with Active Hidden Markov Models. Tobias Scheffer, Christian Decomain, Stefan Wrobel |
| 2001 | Neural Analysis of Mobile Radio Access Network. Kimmo Raivio, Olli Simula, Jaana Laiho |
| 2001 | On Effective Conceptual Indexing and Similarity Search in Text Data. Charu C. Aggarwal, Philip S. Yu |
| 2001 | On Mining General Temporal Association Rules in a Publication Database. Chang-Hung Lee, Cheng-Ru Lin, Ming-Syan Chen |
| 2001 | Preparations for Semantics-Based XML Mining. Jung-won Lee, Kiho Lee, Won Kim |
| 2001 | Preprocessing Opportunities in Optimal Numerical Range Partitioning. Tapio Elomaa, Juho Rousu |
| 2001 | Proceedings of the 2001 IEEE International Conference on Data Mining, 29 November - 2 December 2001, San Jose, California, USA Nick Cercone, Tsau Young Lin, Xindong Wu |
| 2001 | Provably Fast Training Algorithms for Support Vector Machines. José L. Balcázar, Yang Dai, Osamu Watanabe |
| 2001 | RPCL-Based Local PCA Algorithm. Zhiyong Liu, Lei Xu |
| 2001 | SSDT: A Scalable Subspace-Splitting Classifier for Biased Data. Haixun Wang, Philip S. Yu |
| 2001 | Significance Tests for Patterns in Continuous Data. Richard J. Bolton, David J. Hand |
| 2001 | Statistical Considerations in Learning from Data. Henry E. Kyburg Jr. |
| 2001 | Subject Classification in the Oxford English Dictionary. Zarrin Langari, Frank Wm. Tompa |
| 2001 | Text Clustering Based on Good Aggregations. Andreas Hotho, Alexander Maedche, Steffen Staab |
| 2001 | The Computational Complexity of High-Dimensional Correlation Search. Chris Jermaine |
| 2001 | The DIAsDEM Framework for Converting Domain-Specific Texts into XML Documents with Data Mining Techniques. Henner Graubitz, Myra Spiliopoulou, Karsten Winkler |
| 2001 | The EQ Framework for Learning Equivalence Classes of Bayesian Networks. Paul Munteanu, Mohamed Bendou |
| 2001 | The Representative Basis for Association Rules. Viet Phan Luong |
| 2001 | Theory and Applications of Attribute Decomposition. Lior Rokach, Oded Maimon |
| 2001 | Time Series Segmentation for Context Recognition in Mobile Devices. Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen |
| 2001 | Using Artificial Anomalies to Detect Unknown and Known Network Intrusions. Wei Fan, Matthew Miller, Salvatore J. Stolfo, Wenke Lee, Philip K. Chan |
| 2001 | Using Boosting to Simplify Classification Models. Virginia Wheway |
| 2001 | Using Rough Sets Theory and Database Operations to Construct a Good Ensemble of Classifiers for Data Mining Applications. Xiaohua Hu |
| 2001 | Using Rule Sets to Maximize ROC Performance. Tom Fawcett |
| 2001 | Visualizing Association Mining Results through Hierarchical Clusters. Steven Noel, Vijay V. Raghavan, Chee-Hung Henry Chu |
| 2001 | Web Cartography for Online State Promotion: An Algorithm for Clustering Web Resources. François Velin, Pascale Kuntz, Henri Briand |
| 2001 | Who Links to Whom: Mining Linkage between Web Sites. Krishna Bharat, Bay-Wei Chang, Monika Henzinger, Matthias Ruhl |
| 2001 | alpha-Surface and Its Application to Mining Protein Data. Xiong Wang |