Data Warehousing and Knowledge Discovery : Third International Conference, DaWaK 2001, Munich, Germany, September 5-7, 2001 - Proceedings

by Kambayashi, Yahiko; Winiwarter, Werner; Arikawa, Masatoshi

• ISBN13: 9783540425533
• ISBN10: 3540425535
• Format: Paperback
• Copyright: 2001-10-01
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2001, held in Munich, Germany in September 2001. The 33 revised full papers presented together with one invited paper were carefully reviewed and selected from more than 90 submissions. The papers are organized in topical sections on association rules, mining temporal patterns, data mining techniques, collaborative filtering and Web mining, visualization and matchmaking, development of data warehouses, maintenance of data warehouses, OLAP, and distributed data warehouses.

Table of Contents

Invited Talk
Knowledge Management in Heterogeneous Data Warehouse Environments	1	(10)
L. Kerschberg
Association Rules (1)
Mining Generalized Association Rules with Multiple Minimum Supports	11	(10)
M.-C. Tseng
W.-Y. Lin
A Theoretical Framework for Association Mining Based on the Boolean Retrieval Model	21	(10)
P. Bollmann-Sdorra
A.M. Hafez
V.V. Raghavan
Mining Inter-transactional Association Rules: Generalization and Empirical Evaluation	31	(10)
L. Feng
Q. Li
A. Wong
On the Equivalence of Top-Down and Bottom-Up Data Mining in Relational Databases	41	(10)
H.M. Jamil
Association Rules (2)
Monitoring Change in Mining Results	51	(10)
S. Baron
M. Spiliopoulou
Discovering Knowledge from Meteorological Databases: A Meterological Aviation Forecast Study	61	(10)
S. Viademonte
F. Burstein
R. Dahni
S. Williams
Enhancing the Apriori Algorithm for Frequent Set Counting	71	(12)
S. Orlando
P. Palmerini
R. Perego
Mining Temporal Patterns
Mining Cyclically Repeated Patterns	83	(10)
I. H. Toroslu
M. Kantarcioglu
Development of Automated Data Mining System for Quality Control in Manufacturing	93	(8)
H. Maki
Y. Teranishi
Data Mining Techniques
FastFDs: A Heuristic-Driven, Depth-First Algorithm for Mining Functional Dependencies from Relation Instances	101	(10)
C. Wyss
C. Giannella
E. Robertson
Ensemble Feature Selection Based on the Contextual Merit	111	(10)
S. Puuronen
I. Skrypnyk
A. Tsymbal
Interactive Clustering for Transaction Data	121	(10)
Y. Xiao
M. H. Dunham
Collaborative Filtering and Web Mining
A New Approach for Item Choice Recommendations	131	(10)
S. J. Hong
R. Natarajan
I. Belitskaya
RecTree: An Efficient Collaborative Filtering Method	141	(11)
S.H.S. Chee
J. Han
K. Wang
Discovering Web Document Associations for Web Site Summarization	152	(10)
K. S. Candan
W.-S. Li
Visualization and Matchmaking
Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics	162	(12)
S. Kaski
J. Sinkkonen
J. Peltonen
Towards a Novel OLAP Interface for Distributed Data Warehouses	174	(12)
A. Ammoura
O. Zaiane
R. Goebel
Matchmaking for Structured Objects	186	(9)
T. Eiter
D. Veit
J. P. Muller
M. Schneider
Development of Data Warehouses
Prototyping Data Warehouse Systems	195	(13)
T. N. Huynh
J. Schiefer
Information Warehouse for Medical Research	208	(11)
A. Tchounikine
M. Miquel
A. Flory
Risk-Management for Data Warehouse Systems	219	(11)
R. M. Bruckner
B. List
J. Schiefer
Maintenance of Data Warehouses
PVM: Parallel View Maintenance under Concurrent Data Updates of Distributed Sources	230	(10)
X. Zhang
L. Ding
E. A. Rundensteiner
An Experimental Performance Evaluation of Incremental Materialized View Maintenance in Object Databases	240	(14)
M. A. Ali
N. W. Paton
A.A.A. Fernandes
Managing Time Consistency for Active Data Warehouse Environments	254	(10)
R. M. Bruckner
A.M. Tjoa
OLAP (1)
Optimization Algorithms for Simultaneous Multidimensional Queries in OLAP Environments	264	(10)
P. Kalnis
D. Papadias
Improving the Performance of OLAP Queries Using Families of Statistics Trees	274	(10)
J. Hammer
L. Fu
Changes of Dimension Data in Temporal Data Warehouses	284	(10)
J. Eder
C. Koncilia
OLAP (2)
Determining the Convex Hull in Large Multidimensional Databases	294	(13)
C. Bohm
H.-P. Kriegel
Shared Index Scans for Data Warehouses	307	(10)
Y. Kotidis
Y. Sismanis
N. Roussopoulos
Adaptable Similarity Search Using Vector Quantization	317	(11)
C. Bohm
H.-P. Kriegel
T. Seidl
Distributed Data Warehouses
A Framework for Supporting Interoperability of Data Warehouse Islands Using XML	328	(11)
O. Mangisengi
J. Huber
C. Hawel
W. Essmayr
Fragtique: Applying an OO Database Distribution Strategy to Data Warehouses	339	(10)
M. Savonnet
M.-N. Terrasse
Approximate Query Answering Using Data Warehouse Striping	349	(12)
J. Bernardino
P. Furtado
H. Madeira
Author Index	361