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Data Warehousing and Knowledge Discovery : 5th International Conference, Dawak 2003, Prague, Czech Republic, September 3-5,2003, Proceedings - Yahiko Kambayashi

Data Warehousing and Knowledge Discovery

5th International Conference, Dawak 2003, Prague, Czech Republic, September 3-5,2003, Proceedings

By: Yahiko Kambayashi (Editor), Mukesh Mohania (Editor), Wolfram Wos (Editor)

Paperback Published: 21st August 2003
ISBN: 9783540408079
Number Of Pages: 438

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This book constitutes the refereed proceedings of the 5th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2003, held in Prague, Czech Republic in September 2003.

The 41 revised full papers presented were carefully reviewed and selected from more than 130 submissions. The papers are organized in topical sections on data cubes and queries, multidimensional data models, Web warehousing, change detection, Web mining and association rules, association rules and decision trees, clustering, association rule mining, data analysis and discovery, ontologies and improving data quality, queries and data patterns, improving database query engines, and sampling and vector classification.

XML for Data Warehousing Chances and Challengesp. 1
CPM: A Cube Presentation Model for OLAPp. 4
Computation of Sparse Data Cubes with Constraintsp. 14
Answering Joint Queries from Multiple Aggregate OLAP Databasesp. 24
An Approach to Enabling Spatial OLAP by Aggregating on Spatial Hierarchyp. 35
A Multidimensional Aggregation Object (MAO) Famework for Computing Distributive Aggregationsp. 45
The GMD Data Model for Multidimensional Information: A Brief Introductionp. 55
An Application of Case-Based Reasoning in Multidimensional Database Architecturep. 66
MetaCube XTM: A Multidimensional Metadata Approach for Semantic Web Warehousing Systemsp. 76
Designing Web Warehouses for XML Schemasp. 89
Building XML Data Warehouse Based on Frequent Patterns in User Queriesp. 99
A Temporal Study of Data Sources to Load a Corporate Data Warehousep. 109
Automatic Detection of Structural Changes in Data Warehousesp. 119
Performance Tests in Data Warehousing ETLM Process for Detection of Changes in Data Originp. 129
Recent Developments in Web Usage Mining Researchp. 140
Parallel Vector Computing Technique for Discovering Communities on the Very Large Scale Web Graphp. 151
Ordinal Association Rules towards Association Rulesp. 161
Rough Set Based Decision Tree Model for Classificationp. 172
Inference Based Classifier: Efficient Construction of Decision Trees for Sparse Categorical Attributesp. 182
Generating Effective Classifiers with Supervised Learning of Genetic Programmingp. 192
Clustering by Regression Analysisp. 202
Handling Large Workloads by Profiling and Clusteringp. 212
Incremental OPTICS: Efficient Computation of Updates in a Hierarchical Cluster Orderingp. 224
On Complementarity of Cluster and Outlier Detection Schemesp. 234
Cluster Validity Using Support Vector Machinesp. 244
FSSM: Fast Construction of the Optimized Segment Support Mapp. 257
Using a Connectionist Approach for Enhancing Domain Ontologies: Self-Organizing Word Category Maps Revisitedp. 267
Parameterless Data Compression and Noise Filtering Using Association Rule Miningp. 278
Performance Evaluation of SQL-OR Variants for Association Rule Miningp. 288
A Distance-Based Approach to Find Interesting Patternsp. 299
Similarity Search in Structured Datap. 309
Using an Interest Ontology for Improved Support in Rule Miningp. 320
Fraud Formalization and Detectionp. 330
Combining Noise Correction with Feature Selectionp. 340
Pre-computing Approximate Hierarchical Range Queries in a Tree-Like Histogramp. 350
Comprehensive Log Compression with Frequent Patternsp. 360
Non Recursive Generation of Frequent K-itemsets from Frequent Pattern Tree Representationsp. 371
A New Computation Model for Rough Set Theory Based on Database Systemsp. 381
Computing SQL Queries with Boolean Aggregatesp. 391
Fighting Redundancy in SQLp. 401
"On-the-fly" VS Materialized Sampling and Heuristicsp. 412
Incremental and Decremental Proximal Support Vector Classification Using Decay Coefficientsp. 422
Author Indexp. 431
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9783540408079
ISBN-10: 354040807X
Series: Lecture Notes in Computer Science
Audience: General
Format: Paperback
Language: English
Number Of Pages: 438
Published: 21st August 2003
Publisher: Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
Country of Publication: DE
Dimensions (cm): 23.39 x 15.6  x 2.34
Weight (kg): 0.64

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