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Home / Proceedings / Proceedings of the Knowledge Discovery and Data Mining /

Book One

Technical Papers

  • Interpretable Boosted Naïve Bayes Classification

    101

    PDF
  • A Data Mining Support Environment and its Application on Insurance Data

    105

    PDF
  • Coincidence Detection: A Fast Method for Discovering Higher-Order Correlations in Multidimensional Data

    112

    PDF
  • Interestingness-Based Interval Merger for Numeric Association Rules

    121

    PDF
  • An Efficient Approach to Clustering in Large Multimedia Databases with Noise

    58

    PDF
  • Mining Audit Data to Build Intrusion Detection Model

    66

    PDF
  • Data Mining for Direct Marketing: Problems and Solutions

    73

    PDF
  • Integrating Classification and Association Rule Mining

    80

    PDF
  • Evaluating Usefulness for Dynamic Classification

    Gholamreza Nakhaeizadeh, Charles Taylor, Carsten Lanquillon

    87

    PDF
  • A Belief-Driven Method for Discovering Unexpected Patterns

    94

    PDF
  • CLOUDS: A Decision Tree Classifier for Large Datasets

    2

    PDF
  • Scaling Clustering Algorithms to Large Databases

    9

    PDF
  • Rule Discovery from Time Series

    16

    PDF
  • Similarity of Attributes by External Probes

    23

    PDF
  • Finding Frequent Substructures in Chemical Compounds

    30

    PDF
  • Occam’s Two Razors: The Sharp and the Blunt

    37

    PDF
  • Algorithms for Characterization and Trend Detection in Spatial Databases

    Martin Ester, Alexander Frommelt, Hans-Peter Kriegel, Jorg Sander

    44

    PDF
  • Pattern Directed Mining of Sequence Data

    Valery Guralnik, Duminda Wijesekera, Jaideep Srivastava

    51

    PDF

Conference Report

  • Knowledge Discovery and the Interface of Computing and Statistics

    Arnold Goodman, John Elder IV

    375

    PDF

Poster Papers

  • Towards the Personalization of Algorithms Evaluation in Data Mining

    289

    PDF
  • Large Datasets Lead to Overly Complex Models: An Explanation and a Solution

    294

    PDF
  • Analysing Rock Samples for the Mars Lander

    Jonathan Oliver, Ted Roush, Paul Gazis, Wray Buntine, Rohan Baxter, Steve Waterhouse

    299

    PDF
  • Memory Placement Techniques for Parallel Association Mining

    304

    PDF
  • Methods for Linking and Mining Massive Heterogeneous Databases

    309

    PDF
  • Mining Databases with Different Schemas: Integrating Incompatible Classifiers

    314

    PDF
  • Time Series Forecasting from High-Dimensional Data with Multiple Adaptive Layers

    319

    PDF
  • Ranking — Methods for Flexible Evaluation and Efficient Comparison of Classification Performance

    Saharon Rosset

    324

    PDF
  • A Robust System Architecture for Mining Semi-Structured Data

    329

    PDF
  • Defining diff as a Data Mining Primitive

    334

    PDF
  • Simultaneous Reliability Evaluation of Generality and Accuracy for Rule Discovery in Databases

    339

    PDF
  • Mining Generalized Association Rules and Sequential Patterns Using SQL Queries

    344

    PDF
  • Data Reduction Based on Hyper Relations

    349

    PDF
  • Discovering Technical Traders in the T-bond Futures Market

    354

    PDF
  • Learning to Predict Rare Events in Event Sequences

    359

    PDF
  • Daily Prediction of Major Stock Indices from Textual WWW Data

    B. Wüthrich, D. Permunetilleke, S. Leung, V. Cho, J. Zhang, W. Lam

    364

    PDF
  • PlanMine: Sequence Mining for Plan Failures

    369

    PDF
  • FlexiMine–A Flexible Platform for KDD Research and Application Construction

    C. Domshlak, D. Gershkovich, E. Gudes, N. Liusternik, A. Meisels, T. Rosen, S. E. Shimony

    184

    PDF
  • A Fast Computer Intrusion Detection Algorithm Based on Hypothesis Testing of Command Transition Probabilities

    189

    PDF
  • Initialization of Iterative Refinement Clustering Algorithms

    194

    PDF
  • Mining in the Presence of Selectivity Bias and its Application to Reject Inference

    A. J. Feelders, Soong Chang, G. J. McLachlan

    199

    PDF
  • On the Efficient Gathering of Sufficient Statistics for Classification from Large SQL Databases

    204

    PDF
  • Coactive Learning for Distributed Data Mining

    209

    PDF
  • Mining Segment-Wise Periodic Patterns in Time-Related Databases

    214

    PDF
  • Learning to Predict the Duration of an Automobile Trip

    219

    PDF
  • Fast Computation of 2-Dimensional Depth Contours

    224

    PDF
  • Comparing Massive High-Dimensional Data Sets

    229

    PDF
  • Defining the Goals to Optimise Data Mining Performance

    Mark G. Kelly, David J. Hand, Niall M. Adams

    234

    PDF
  • An Enhanced Representation of Time Series Which Allows Fast and Accurate Classification, Clustering and Relevance Feedback

    239

    PDF
  • Targeting Business Users with Decision Table Classifiers

    249

    PDF
  • BAYDA: Software for Bayesian Classification and Feature Selection

    254

    PDF
  • Approaches to Online Learning and Concept Drift for User Identification in Computer Security

    259

    PDF
  • Human Performance on Clustering Web Pages: A Preliminary Study

    264

    PDF
  • Aggregation of Imprecise and Uncertain Information for Knowledge Discovery in Databases

    269

    PDF
  • Discovering Predictive Association Rules

    Nimrod Megiddo, Ramakrishnan Srikant

    274

    PDF
  • Reinforcement Learning for Trading Systems and Portfolios

    279

    PDF
  • Group Bitmap Index: A Structure for Association Rules Retrieval

    284

    PDF
  • Online Generation of Profile Association Rules

    129

    PDF
  • ADtrees for Fast Counting and for Fast Learning of Association Rules

    Brigham Anderson, Andrew Moore

    134

    PDF
  • Independence Diagrams: A Technique for Visual Data Mining

    Stefan Berchtold, H. V. Jagadish, Kenneth A. Ross

    139

    PDF
  • Direct Marketing Response Models Using Genetic Algorithms

    Siddhartha Bhattacharyya

    144

    PDF
  • Mining Association Rules in Hypertext Databases

    149

    PDF
  • Blurring the Distinction between Command and Data in Scientific KDD

    154

    PDF
  • Toward Scalable Learning with Non-Uniform Class and Cost Distributions: A Case Study in Credit Card Fraud Detection

    164

    PDF
  • Joins that Generalize: Text Classification Using WHIRL

    William W. Cohen, Haym Hirsh

    169

    PDF
  • Giga-Mining

    174

    PDF
  • Interactive Interpretation of Kohonen Maps Applied to Curves

    Anne Debregeas, Georges Hebrail

    179

    PDF
  • Active Templates: Comprehensive Support for the Knowledge Discovery Process
    PDF
  • Probabilistic Modeling for Information Retrieval with Unsupervised Training Data

    Ernest P. Chan, Santiago Garcia, Salim Roukos

    PDF

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