Volume 7, Number 1, January 2003

• 
  Jean-François Boulicaut, Artur Bykowski, Christophe Rigotti: Free-Sets: A Condensed Representation of Boolean Data for the Approximation of Frequency Queries. 5-22
• 
  Minos N. Garofalakis, Aristides Gionis, Rajeev Rastogi, S. Seshadri, Kyuseok Shim: XTRACT: Learning Document Type Descriptors from XML Document Collections. 23-56
• 
  Jeremy Kepner, Rita Kim: Cluster Detection in Databases: The Adaptive Matched Filter Algorithm and Implementation. 57-79
• 
  Won Y. Kim, Byoung-Ju Choi, Eui Kyeong Hong, Soo-Kyung Kim, Doheon Lee: A Taxonomy of Dirty Data. 81-99
• 
  Art B. Owen: Data Squashing by Empirical Likelihood. 101-113

Volume 7, Number 2, April 2003

• 
  Daniel Barbará, Ping Chen: Using Self-Similarity to Cluster Large Data Sets. 123-152
• 
  Brock Barber, Howard J. Hamilton: Extracting Share Frequent Itemsets with Infrequent Subsets. 153-185
• 
  Minos N. Garofalakis, Dongjoon Hyun, Rajeev Rastogi, Kyuseok Shim: Building Decision Trees with Constraints. 187-214
• 
  David M. Rocke, Jian J. Dai: Sampling and Subsampling for Cluster Analysis in Data Mining: With Applications to Sky Survey Data. 215-232

Volume 7, Number 3, July 2003

• 
  David J. Hand, Daniel A. Keim, Raymond T. Ng: Guest Editorial. 239-240
• 
  Cristian Bucila, Johannes Gehrke, Daniel Kifer, Walker M. White: DualMiner: A Dual-Pruning Algorithm for Itemsets with Constraints. 241-272
• 
  Darya Chudova, Padhraic Smyth: Analysis of Pattern Discovery in Sequences Using a Bayes Error Framework. 273-299
• 
  Greg Ridgeway, David Madigan: A Sequential Monte Carlo Method for Bayesian Analysis of Massive Datasets. 301-319
• 
  Saharon Rosset, Einat Neumann, Uri Eick, Nurit Vatnik: Customer Lifetime Value Models for Decision Support. 321-339

Volume 7, Number 4, October 2003

• 
  David J. Hand, Daniel A. Keim, Raymond T. Ng: Guest Editorial. 347-348
• 
  Eamonn J. Keogh, Shruti Kasetty: On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration. 349-371
• 
  Jon M. Kleinberg: Bursty and Hierarchical Structure in Streams. 373-397
• 
  Igor V. Cadez, David Heckerman, Christopher Meek, Padhraic Smyth, Steven White: Model-Based Clustering and Visualization of Navigation Patterns on a Web Site. 399-424

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