| 1999 | 2001: A Statistical Odyssey (Invited talk, Abstract only). Daryl Pregibon |
| 1999 | A Classification-Based Methodology for Planning Audit Strategies in Fraud Detection. Francesco Bonchi, Fosca Giannotti, Gianni Mainetto, Dino Pedreschi |
| 1999 | A Statistical Theory for Quantitative Association Rules. Yonatan Aumann, Yehuda Lindell |
| 1999 | A Study of Support Vectors on Model Independent Example Selection. Nadeem Ahmed Syed, Huan Liu, Kah Kay Sung |
| 1999 | Accelerating Exact Dan Pelleg, Andrew W. Moore |
| 1999 | Activity Monitoring: Noticing Interesting Changes in Behavior. Tom Fawcett, Foster J. Provost |
| 1999 | Adaptive Query Processing for Time-Series Data. Yun-Wu Huang, Philip S. Yu |
| 1999 | An Efficient Algorithm to Update Large Itemsets with Early Pruning. Necip Fazil Ayan, Abdullah Uz Tansel, M. Erol Arkun |
| 1999 | Applying General Bayesian Techniques to Improve TAN Induction. Jesús Cerquides |
| 1999 | Bayesian Networks for Lossless Dataset Compression. Scott Davies, Andrew W. Moore |
| 1999 | Breaking the Barrier of Transactions: Mining Inter-Transaction Association Rules. Anthony K. H. Tung, Hongjun Lu, Jiawei Han, Ling Feng |
| 1999 | CACTUS - Clustering Categorical Data Using Summaries. Venkatesh Ganti, Johannes Gehrke, Raghu Ramakrishnan |
| 1999 | Compressed Data Cubes for OLAP Aggregate Query Approximation on Continuous Dimensions. Jayavel Shanmugasundaram, Usama M. Fayyad, Paul S. Bradley |
| 1999 | Data Mining: Crossing the Chasm (Invited talk, Abstract only). Rakesh Agrawal |
| 1999 | Density-Based Indexing for Approximate Nearest-Neighbor Queries. Kristin P. Bennett, Usama M. Fayyad, Dan Geiger |
| 1999 | Detecting Change in Categorical Data: Mining Contrast Sets. Stephen D. Bay, Michael J. Pazzani |
| 1999 | Discovering Roll-Up Dependencies. Jef Wijsen, Raymond T. Ng, Toon Calders |
| 1999 | Discovery of Fraud Rules for Telecommunications - Challenges and Solutions. Saharon Rosset, Uzi Murad, Einat Neumann, Yizhak Idan, Gadi Pinkas |
| 1999 | Efficient Mining of Emerging Patterns: Discovering Trends and Differences. Guozhu Dong, Jinyan Li |
| 1999 | Efficient Progressive Sampling. Foster J. Provost, David D. Jensen, Tim Oates |
| 1999 | Entropy-based Subspace Clustering for Mining Numerical Data. Chun Hung Cheng, Ada Wai-Chee Fu, Yi Zhang |
| 1999 | Estimating Campaign Benefits and Modeling Lift. Gregory Piatetsky-Shapiro, Brij M. Masand |
| 1999 | Evaluating a Class of Distance-Mapping Algorithms for Data Mining and Clustering. Jason Tsong-Li Wang, Xiong Wang, King-Ip (David) Lin, Dennis E. Shasha, Bruce A. Shapiro, Kaizhong Zhang |
| 1999 | Event Detection from Time Series Data. Valery Guralnik, Jaideep Srivastava |
| 1999 | Extending Naïve Bayes Classifiers Using Long Itemsets. Dimitris Meretakis, Beat Wüthrich |
| 1999 | Farming the Web for Systematic Business Intelligence (Invited talk, Abstract only). Richard D. Hackathorn |
| 1999 | Fast Density Estimation Using CF-Kernel for Very Large Databases. Tian Zhang, Raghu Ramakrishnan, Miron Livny |
| 1999 | Fast and Effective Text Mining Using Linear-Time Document Clustering. Bjornar Larsen, Chinatsu Aone |
| 1999 | Generalized Additive Neural Networks. William J. E. Potts |
| 1999 | Handling Concept Drifts in Incremental Learning with Support Vector Machines. Nadeem Ahmed Syed, Huan Liu, Kah Kay Sung |
| 1999 | Horting Hatches an Egg: A New Graph-Theoretic Approach to Collaborative Filtering. Charu C. Aggarwal, Joel L. Wolf, Kun-Lung Wu, Philip S. Yu |
| 1999 | Identifying Distinctive Subsequences in Multivariate Time Series by Clustering. Tim Oates |
| 1999 | Information Mining Platforms: An Infrastructure for KDD Rapid Deployment. Corinna Cortes, Daryl Pregibon |
| 1999 | Interestingness via What is Not Interesting. Sigal Sahar |
| 1999 | MetaCost: A General Method for Making Classifiers Cost-Sensitive. Pedro M. Domingos |
| 1999 | Mining Association Rules with Multiple Minimum Supports. Bing Liu, Wynne Hsu, Yiming Ma |
| 1999 | Mining Features for Sequence Classification. Neal Lesh, Mohammed Javeed Zaki, Mitsunori Ogihara |
| 1999 | Mining GPS Data to Augment Road Models. Seth Rogers, Pat Langley, Christopher Wilson |
| 1999 | Mining Interesting Knowledge Using DM-II. Bing Liu, Wynne Hsu, Yiming Ma, Shu Chen |
| 1999 | Mining Lesion-Deficit Associations in a Brain Image Database. Vasileios Megalooikonomou, Christos Davatzikos, Edward Herskovits |
| 1999 | Mining Optimized Gain Rules for Numeric Attributes. Sergey Brin, Rajeev Rastogi, Kyuseok Shim |
| 1999 | Mining in a Data-Flow Environment: Experience in Network Intrusion Detection. Wenke Lee, Salvatore J. Stolfo, Kui W. Mok |
| 1999 | Mining the Most Interesting Rules. Roberto J. Bayardo Jr., Rakesh Agrawal |
| 1999 | Monitoring a Newsfeed for Hot Topics. Mark Shewhart, Mark Wasson |
| 1999 | NonStop SQL/MX Primitives for Knowledge Discovery. John Clear, Debbie Dunn, Brad Harvey, Michael L. Heytens, Peter Lohman, Abhay Mehta, Mark Melton, Lars Rohrberg, Ashok Savasere, Robert M. Wehrmeister, Melody Xu |
| 1999 | On the Merits of Building Categorization Systems by Supervised Clustering. Charu C. Aggarwal, Stephen C. Gates, Philip S. Yu |
| 1999 | Optimization of Collection Efforts in Automobile Financing - a KDD Supported Environment. H. Kauderer, Gholamreza Nakhaeizadeh, F. Artiles, H. Jeromin |
| 1999 | Origami: A New Data Visualization Tool. Jen Que Louie, Tom Kraay |
| 1999 | Prediction with Local Patterns using Cross-Entropy. Heikki Mannila, Dmitry Pavlov, Padhraic Smyth |
| 1999 | Proceedings of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Diego, CA, USA, August 15-18, 1999 Usama M. Fayyad, Surajit Chaudhuri, David Madigan |
| 1999 | Pruning and Summarizing the Discovered Associations. Bing Liu, Wynne Hsu, Yiming Ma |
| 1999 | Squashing Flat Files Flatter. William DuMouchel, Chris Volinsky, Theodore Johnson, Corinna Cortes, Daryl Pregibon |
| 1999 | Statistics and Data Mining Techniques for Lifetime Value Modeling. D. R. Mani, James Drew, Andrew Betz, Piew Datta |
| 1999 | Text Mining: Finding Nuggets in Mountains of Textual Data. Jochen Dörre, Peter Gerstl, Roland Seiffert |
| 1999 | The Application of AdaBoost for Distributed, Scalable and On-Line Learning. Wei Fan, Salvatore J. Stolfo, Junxin Zhang |
| 1999 | The Impact of Changing Populations on Classifier Performance. Mark G. Kelly, David J. Hand, Niall M. Adams |
| 1999 | The PanQ Tool and EMF SQL for Complex Data Management. Damianos Chatziantoniou |
| 1999 | Towards Automated Synthesis of Data Mining Programs. Wray L. Buntine, Bernd Fischer, Thomas Pressburger |
| 1999 | Trajectory Clustering with Mixtures of Regression Models. Scott Gaffney, Padhraic Smyth |
| 1999 | User Profiling in Personalization Applications Through Rule Discovery and Validation. Gediminas Adomavicius, Alexander Tuzhilin |
| 1999 | Using Approximations to Scale Exploratory Data Analysis in Datacubes. Daniel Barbará, Xintao Wu |
| 1999 | Using Association Rules for Product Assortment Decisions: A Case Study. Tom Brijs, Gilbert Swinnen, Koen Vanhoof, Geert Wets |
| 1999 | Using a Knowledge Cache for Interactive Discovery of Association Rules. Biswadeep Nag, Prasad Deshpande, David J. DeWitt |
| 1999 | Visual Classification: An Interactive Approach to Decision Tree Construction. Mihael Ankerst, Christian Elsen, Martin Ester, Hans-Peter Kriegel |
| 1999 | WAPS, a Data Mining Support Environment for the Planning of Warranty and Goodwill Costs in the Automobile Industry. Edgar Hotz, Gholamreza Nakhaeizadeh, B. Petzsche, H. Spiegelberger |