Book One
Technical Papers
Mining Audit Data to Build Intrusion Detection Model
PDFInterestingness-Based Interval Merger for Numeric Association Rules
PDFCoincidence Detection: A Fast Method for Discovering Higher-Order Correlations in Multidimensional Data
PDFA Data Mining Support Environment and its Application on Insurance Data
PDFInterpretable Boosted Naïve Bayes Classification
PDFA Belief-Driven Method for Discovering Unexpected Patterns
PDFEvaluating Usefulness for Dynamic Classification
PDFIntegrating Classification and Association Rule Mining
PDFData Mining for Direct Marketing: Problems and Solutions
PDFAn Efficient Approach to Clustering in Large Multimedia Databases with Noise
PDFCLOUDS: A Decision Tree Classifier for Large Datasets
PDFPattern Directed Mining of Sequence Data
PDFAlgorithms for Characterization and Trend Detection in Spatial Databases
PDFOccam’s Two Razors: The Sharp and the Blunt
PDFFinding Frequent Substructures in Chemical Compounds
PDFSimilarity of Attributes by External Probes
PDFRule Discovery from Time Series
PDFScaling Clustering Algorithms to Large Databases
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Conference Report
Poster Papers
PlanMine: Sequence Mining for Plan Failures
PDFTowards the Personalization of Algorithms Evaluation in Data Mining
PDFLarge Datasets Lead to Overly Complex Models: An Explanation and a Solution
PDFAnalysing Rock Samples for the Mars Lander
PDFMemory Placement Techniques for Parallel Association Mining
PDFMethods for Linking and Mining Massive Heterogeneous Databases
PDFMining Databases with Different Schemas: Integrating Incompatible Classifiers
PDFTime Series Forecasting from High-Dimensional Data with Multiple Adaptive Layers
PDFRanking — Methods for Flexible Evaluation and Efficient Comparison of Classification Performance
PDFA Robust System Architecture for Mining Semi-Structured Data
PDFDefining diff as a Data Mining Primitive
PDFSimultaneous Reliability Evaluation of Generality and Accuracy for Rule Discovery in Databases
PDFMining Generalized Association Rules and Sequential Patterns Using SQL Queries
PDFData Reduction Based on Hyper Relations
PDFDiscovering Technical Traders in the T-bond Futures Market
PDFLearning to Predict Rare Events in Event Sequences
PDFDaily Prediction of Major Stock Indices from Textual WWW Data
PDFTargeting Business Users with Decision Table Classifiers
PDFGroup Bitmap Index: A Structure for Association Rules Retrieval
PDFReinforcement Learning for Trading Systems and Portfolios
PDFDiscovering Predictive Association Rules
PDFAggregation of Imprecise and Uncertain Information for Knowledge Discovery in Databases
PDFHuman Performance on Clustering Web Pages: A Preliminary Study
PDFApproaches to Online Learning and Concept Drift for User Identification in Computer Security
PDFBAYDA: Software for Bayesian Classification and Feature Selection
PDFAn Enhanced Representation of Time Series Which Allows Fast and Accurate Classification, Clustering and Relevance Feedback
PDFFlexiMine–A Flexible Platform for KDD Research and Application Construction
PDFA Fast Computer Intrusion Detection Algorithm Based on Hypothesis Testing of Command Transition Probabilities
PDFInitialization of Iterative Refinement Clustering Algorithms
PDFMining in the Presence of Selectivity Bias and its Application to Reject Inference
PDFOn the Efficient Gathering of Sufficient Statistics for Classification from Large SQL Databases
PDFCoactive Learning for Distributed Data Mining
PDFLearning to Predict the Duration of an Automobile Trip
PDFFast Computation of 2-Dimensional Depth Contours
PDFComparing Massive High-Dimensional Data Sets
PDFDefining the Goals to Optimise Data Mining Performance
PDFMining Segment-Wise Periodic Patterns in Time-Related Databases
PDFJoins that Generalize: Text Classification Using WHIRL
PDFOnline Generation of Profile Association Rules
PDFADtrees for Fast Counting and for Fast Learning of Association Rules
PDFIndependence Diagrams: A Technique for Visual Data Mining
PDFDirect Marketing Response Models Using Genetic Algorithms
PDFMining Association Rules in Hypertext Databases
PDFBlurring the Distinction between Command and Data in Scientific KDD
PDFToward Scalable Learning with Non-Uniform Class and Cost Distributions: A Case Study in Credit Card Fraud Detection
PDFGiga-Mining
PDFInteractive Interpretation of Kohonen Maps Applied to Curves
PDFActive Templates: Comprehensive Support for the Knowledge Discovery Process
PDFProbabilistic Modeling for Information Retrieval with Unsupervised Training Data
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