Data Warehousing and Knowledge Discovery : Proceedings of the 4th International Conference, DaWaK 2002, Aix-en-Provence, France, September 4-6, 2002, Proceedings

by Dawak 200 (2002 Aix-En-Provence, France); Winiwarter, Werner; Arikawa, Masatoshi

• ISBN13: 9783540441236
• ISBN10: 3540441239
• Format: Paperback
• Copyright: 2002-09-01
• Publisher: Springer Verlag

Summary

This book constitutes the refereed proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2002, held in Aix-en-Provence, France, in September 2002. The 32 revised full papers presented were carefully reviewed and selected from more than 100 submissions. The papers are organized in topical sections on association rules, clustering, web mining and security, data mining techniques, data cleansing, applications, data warehouse design, OLAP, and data warehouse maintenance.

Table of Contents

Association Rules
A Comparison between Query Languages for the Extraction of Association Rules	1	(10)
Marco Botta
Jean-Francois Boulicaut
Cyrille Masson
Rosa Meo
Learning from Dissociations	11	(10)
Choh Man Teng
Mining Association Rules from XML Data	21	(10)
Daniele Braga
Alessandro Campi
Mika Klemettinen
PierLuca Lanzi
Estimating Joint Probabilities from Marginal Ones	31	(11)
Tao Li
Shenghuo Zhu
Mitsunori Ogihara
Yinhe Cheng
Clustering
Self-Tuning Clustering: An Adaptive Clustering Method for Transaction Data	42	(10)
Ching-Huang Yun
Kun-Ta Chuang
Ming-Syan Chen
CoFD: An Algorithm for Non-distance Based Clustering in High Dimensional Spaces	52	(11)
Shenghuo Zhu
Tao Li
Mitsuonri Ogihara
An Efficient K-Medoids-Based Algorithm Using Previous Medoid Index, Triangular Inequality Elimination Criteria, and Partial Distance Search	63	(10)
Shu-Chuan Chu
John F. Roddick
J.S. Pan
Web Mining and Security
A Hybrid Approach to Web Usage Mining	73	(10)
Søren E. Jespersen
Jesper Thorhauge
Torben Bach Pedersen
Building and Exploiting Ad Hoc Concept Hierarchies for Web Log Analysis	83	(11)
Carsten Pohle
Myra Spiliopoulou
Authorization Based on Evidence and Trust	94	(10)
Bharat Bhargava
Yuhui Zhong
An Algorithm for Building User-Role Profiles in a Trust Environment	104	(10)
Evimaria Terzi
Yuhui Zhong
Bharat Bhargava
Pankaj
Sanjay Madria
Data Mining Techniques
Neural-Based Approaches for Improving the Accuracy of Decision Trees	114	(10)
Yue-Shi Lee
Show-Jane Yen
Approximate k-Closest-Pairs with Space Filling Curves	124	(11)
Fabrizio Angiulli
Clara Pizzuti
Optimal Dimension Order: A Generic Technique for the Similarity Join	135	(15)
Christian Bohm
Florian Krebs
Hans-Peter Kriegel
Fast Discovery of Sequential Patterns by Memory Indexing	150	(11)
Ming-Yen Lin
Suh-Yin Lee
Data Cleansing
Dynamic Similarity for Fields with NULL Values	161	(9)
Li Zhao
Sung Sam Yuan
Qi Xiao Yang
Sun Peng
Outlier Detection Using Replicator Neural Networks	170	(11)
Simon Hawkins
Hongxing He
Graham Williams
Rohan Baxter
The Closed Keys Base of Frequent Itemsets	181	(10)
Viet Phan Luong
Applications
New Representation and Algorithm for Drawing RNA Structure with Pseudoknots	191	(11)
Yujin Lee
Wootaek Kim
Kyungsook Han
Boosting Naive Bayes for Claim Fraud Diagnosis	202	(10)
Stijn Viaene
Richard Derrig
Guido Dedene
Optimization of Association Word Knowledge Base through Genetic Algorithm	212	(10)
Su-Jeong Ko
Jung-Hyun Lee
Mining Temporal Patterns from Health Care Data	222	(10)
Weiqiang Lin
Mehmet A. Orgun
Graham J. Williams
Data Warehouse Design
Adding a Performance-Oriented Perspective to Data Warehouse Design	232	(13)
Pedro Bizarro
Henrique Madeira
Cost Modeling and Estimation for OLAP-XML Federations	245	(10)
Dennis Pedersen
Karsten Rus
Torben Bach Pedersen
Constraint-Free Join Processing on Hyperlinked Web Data	255	(10)
Sourav S. Bhowmick
Wee Keong Ng
Sanjay Madria
Mukesh Mohania
Focusing on Data Distribution in the WebD2W System	265	(10)
Cristina Dutra de Aguiar Ciferri
Fernando da Fonseca de Souza
OLAP
A Decathlon in Multidimensional Modeling: Open Issues and Some Solutions	275	(11)
W. Hummer
W. Lehner
A. Bauer
L. Schlesinger
Modeling and Imputation of Large Incomplete Multidimensional Datasets	286	(10)
Xintao Wu
Daniel Barbara
PartJoin: An Efficient Storage and Query Execution for Data Warehouses	296	(11)
Ladjel Bellatreche
Michel Schneider
Mukesh Mohania
Bharat Bhargava
Data Warehouse Maintenance
A Transactional Approach to Parallel Data Warehouse Maintenance	307	(10)
Bin Liu
Songting Chen
Elke A. Rundensteiner
Striving towards Near Real-Time Data Integration for Data Warehouses	317	(10)
Robert M. Bruckner
Beate List
Josef Schiefer
Time-Interval Sampling for Improved Estimations in Data Warehouses	327	(12)
Pedro Furtado
Joao Pedro Costa
Author Index	339