Data Warehousing And Knowledge Discovery: 6th International Conference, Da Wak 2004, Zaragoza, Spain, September 1-3, 2004, Proceedings

by Kambayashi, Yahiko; Mohania, Mukesh; Wob, Wolfram; Dawak 200 (2004 Zaragoza, Spain); Kambayashi, Yahiko

• ISBN13: 9783540229377
• ISBN10: 354022937X
• Format: Paperback
• Copyright: 2004-12-31
• Publisher: Springer Verlag

Summary

This book constitutes the refereed proceedings of the 6th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2004, held in Zaragoza, Spain, in September 2004. The 40 revised full papers presented were carefully reviewed and selected from over 100 submissions. The papers are organized in topical sections on data warehouse design; knowledge discovery framework and XML data mining, data cubes and queries; multidimensional schema and data aggregation; inductive databases and temporal rules; industrial applications; data clustering; data visualization and exploration; data classification, extraction, and interpretation; data semantics, association rule mining; event sequence mining; and pattern mining.

Table of Contents

Data Warehousing Design
Conceptual Design of XML Document Warehouses	1	(14)
Vicky Nassis
R. Rajugan
Tharam S. Dillon
Wenny Rahayu
Bringing Together Partitioning, Materialized Views and Indexes to Optimize Performance of Relational Data Warehouses	15	(11)
Ladjel Bellatreche
Michel Schneider
Herve Lorinquer
Mukesh Mohania
GeoDWFrame: A Framework for Guiding the Design of Geographical Dimensional Schemas	26	(12)
Robson N. Fidalgo
Valeria C. Times
Joel Silva
Fernando F. Souza
Workload-Based Placement and Join Processing in Node-Partitioned Data Warehouses	38	(10)
Pedro Furtado
Knowledge Discovery Framework and XML Data Minig
Novelty Framework for Knowledge Discovery in Databases	48	(10)
Ahmed Sultan Al-Hegami
Vasudha Bhatnagar
Naveen Kumar
Revisiting Generic Bases of Association Rules	58	(10)
S. Ben Yahia
E. Mephu Nguifo
Mining Maximal Frequently Changing Subtree Patterns from XML Documents	68	(9)
Ling Chen
Sourav S. Bhowmick
Liang-Tien Chia
Discovering Pattern-Based Dynamic Structures from Versions of Unordered XML Documents	77	(10)
Qiankun Zhao
Sourav S. Bhowmick
Sanjay Madria
Data Cubes and Queries
Space-Efficient Range-Sum Queries in OLAP	87	(10)
Fredrik Bengtsson
Jingsen Chen
Answering Approximate Range Aggregate Queries on OLAP Data Cubes with Probabilistic Guarantees	97	(11)
Alfredo Cuzzocrea
Wei Wang
Ugo Matrangolo
Computing Complex Iceberg Cubes by Multiway Aggregation and Bounding	108	(10)
LienHua Pauline Chou
Xiuzhen Zhang
Multidimensional Schema and Data Aggregation
An Aggregate-Aware Retargeting Algorithm for Multiple Fact Data Warehouses	118	(11)
Karin Beckera
Duncan Dubugras Ruiz
A Partial Pre-aggregation Scheme for HOLAP Engines	129	(9)
Wo-Shun Luk
Chao Li
Discovering Multidimensional Structure in Relational Data	138	(11)
Mikael R. Jensen
Thomas Holmgren
Torben Bach Pedersen
Inductive Databases and Temporal Rules
Inductive Databases as Ranking	149	(10)
Taneli Mielikainen
Inductive Databases of Polynomial Equations	159	(10)
Saso Dzeroski
Ljupco Todorovski
Peter Ljubic
From Temporal Rules to Temporal Meta-rules	169	(10)
Paul Cotofrei
Kilian Stoffel
Industrial Track
How Is BI Used in Industry?: Report from a Knowledge Exchange Network	179	(10)
Torben Bach Pedersen
Towards an Adaptive Approach for Mining Data Streams in Resource Constrained Environments	189	(10)
Mohamed Medhat Gaber
Arkady Zaslavsky
Shonali Krishnaswamy
Data Clustering
Exploring Possible Adverse Drug Reactions by Clustering Event Sequences	199	(10)
Hongxing He
Graham Williams
Jie Chen
Simon Hawkins
Chris Kelman
SCLOPE: An Algorithm for Clustering Data Streams of Categorical Attributes	209	(10)
Kok-Leong Ong
Wenyuan Li
Wee-Keong Ng
Ee-Peng Lim
Novel Clustering Approach that Employs Genetic Algorithm with New Representation Scheme and Multiple Objectives	219	(10)
Jun Du
Erkan Korkmaz
Reda Alhajj
Ken Barker
Data Visualization and Exploration
Categorical Data Visualization and Clustering Using Subjective Factors	229	(10)
Chia-Hui Chang
Zhi-Kai Ding
Multidimensional Data Visual Exploration by Interactive Information Segments	239	(10)
Francisco J. Ferrer-Troyano
Jesus S. Aguilar-Ruiz
Jose C. Riquelme
Metadata to Support Transformations and Data & Metadata Lineage in a Warehousing Environment	249	(10)
Aurisan Souza de Santana
Ana Maria de Carvalho Moura
Data Classification, Extraction and Interpretation
Classification Based on Attribute Dependency	259	(10)
Yue-Shi Lee
Show-Jane Yen
OWDEAH: Online Web Data Extraction Based on Access History	269	(10)
Zhao Li
Wee-Keong Ng
Kok-Leong Ong
Data Mining Approaches to Diffuse Large B-Cell Lymphoma Gene Expression Data Interpretation	279	(10)
Jesus S. Aguilar-Ruiz
Francisco Azuaje
Jose C. Riquelme
Data Semantics
Deriving Multiple Topics to Label Small Document Regions	289	(10)
Henner Graubitz
Myra Spiliopoulou
Deriving Efficient SQL Sequences via Read-Aheads	299	(10)
A. Soydan Bilgin
Rada Y. Chirkova
Timo J. Salo
Munindar P. Singh
Diversity in Random Subspacing Ensembles	309	(11)
Alexey Tsymbal
Mykola Pechenizkiy
Padraig Cunningham
Association Rule Mining
Partitioned Approach to Association Rule Mining over Multiple Databases	320	(11)
Himavalli Kona
Sharma Chakravarthy
A Tree Partitioning Method for Memory Management in Association Rule Mining	331	(10)
Shakil Ahmed
Frans Coenen
Paul Leng
Mining Interesting Association Rules for Prediction in the Software Project Management Area	341	(10)
Maria N. Moreno Garcia
Francisco J. Garcia Penalvo
M. Jose Polo Martin
Mining Event Sequences
PROWL: An Efficient Frequent Continuity Mining Algorithm on Event Sequences	351	(10)
Kuo- Yu Huang
Chia-Hui Chang
Kuo-Zui Lin
Algorithms for Discovery of Frequent Superset, Rather than Frequent Subset	361	(10)
Zhung-Xun Liao
Man-Kwan Shan
Improving Direct Counting for Frequent Itemset Mining	371	(10)
Adriana Prado
Cristiane Targa
Alexandre Plastino
Pattern Mining
Mining Sequential Patterns with Item Constraints	381	(10)
Show-Jane Yen
Yue-Shi Lee
Mining Borders of the Difference of Two Datacubes	391	(10)
Alain Casali
Mining Periodic Patterns in Sequence Data	401	(10)
Kuo-Yu Huang
Chia-Hui Chang
Author Index	411