Preface |
List of Contributors |
Data mining meets grid computing: time to dance / Alberto Sánchez ; Jesús Montes ; Werner Dubitzky ; Julio J. Valdés ; María S. Pérez ; Pedro de Miguel1: |
Introduction / 1.1: |
Data mining / 1.2: |
Grid computing / 1.3: |
Data mining grid - mining grid data / 1.4: |
Conclusions / 1.5: |
Summary of Chapters in this volume / 1.6: |
Data analysis services in the Knowledge Grid / Eugenio Cesario ; Antonio Congiusta ; Domenico Talia ; Paolo Trunfio2: |
Approach / 2.1: |
Knowledge Grid services / 2.3: |
Data analysis services / 2.4: |
Design of Knowledge Grid applications / 2.5: |
GridMiner: an advanced support for e-science analytics / Peter Brezany ; Ivan Janciak ; A. Min Tjoa2.6: |
Rationale behind the design and development of GridMiner / 3.1: |
Use case / 3.3: |
Knowledge discovery process and its support by GridMiner / 3.4: |
Graphical user interface / 3.5: |
Future developments / 3.6: |
ADaM services: scientific data mining in the service-oriented architecture paradigm / Rahul Ramachandran ; Sara Graves ; John Rushing ; Ken Keiser ; Manil Maskey ; Hong Lin ; Helen Conover3.7: |
ADaM system overview / 4.1: |
ADaM toolkit overview / 4.3: |
Mining in a service-oriented architecture / 4.4: |
Mining Web services / 4.5: |
Mining grid services / 4.6: |
Summary / 4.7: |
Mining for misconfigured machines in grid systems / Noam Palatin ; Arie Leizarowitz ; Assaf Schuster ; Ran Wolff5: |
Preliminaries and related work / 5.1: |
Acquiring, pre-processing and storing data / 5.3: |
Data analysis / 5.4: |
The GMS / 5.5: |
Evaluation / 5.6: |
Conclusions and future work / 5.7: |
FAEHIM: Federated Analysis Environment for Heterogeneous Intelligent Mining / Ali Shaikh Ali ; Omer F. Rana6: |
Requirements of a distributed knowledge discovery framework / 6.1: |
Workflow-based knowledge discovery / 6.3: |
Data mining toolkit / 6.4: |
Data mining service framework / 6.5: |
Distributed data mining services / 6.6: |
Data manipulation tools / 6.7: |
Availability / 6.8: |
Empirical experiments / 6.9: |
Scalable and privacy preserving distributed data analysis over a service-oriented platform / William K. Cheung6.10: |
A service-oriented solution / 7.1: |
Background / 7.3: |
Model-based scalable, privacy preserving, distributed data analysis / 7.4: |
Modelling distributed data mining and workflow processes / 7.5: |
Lessons learned / 7.6: |
Further research directions / 7.7: |
Building and using analytical workflows in Discovery Net / Moustafa Ghanem ; Vasa Curcin ; Patrick Wendel ; Yike Guo7.8: |
Discovery Net system / 8.1: |
Architecture for Discovery Net / 8.3: |
Data management / 8.4: |
Example of a workflow study / 8.5: |
Future directions / 8.6: |
Building workflows that traverse the bioinformatics data landscape / Robert Stevens ; Paul Fisher ; Jun Zhao ; Carole Goble ; Andy Brass9: |
The bioinformatics data landscape / 9.1: |
The bioinformatics experiment landscape / 9.3: |
Taverna for bioinformatics experiments / 9.4: |
Building workflows in Taverna / 9.5: |
Workflow case study / 9.6: |
Discussion / 9.7: |
Specification of distributed data mining workflows with DataMiningGrid / Dennis Wegener ; Michael May10: |
DataMiningGrid environment / 10.1: |
Operations for workflow construction / 10.3: |
Extensibility / 10.4: |
Case studies / 10.5: |
Discussion and related work / 10.6: |
Open issues / 10.7: |
Anteater: service-oriented data mining / Renato A. Ferreira ; Dorgival O. Guedes ; Wagner Meira10.8: |
The architecture / 11.1: |
Runtime framework / 11.3: |
Parallel algorithms for data mining / 11.4: |
Visual metaphors / 11.5: |
DMGA: a generic brokering-based data mining grid architecture / Pierre Gueant ; José M. Peña ; Pilar Herrero11.6: |
DMGA overview / 12.1: |
Horizontal composition / 12.3: |
Vertical composition / 12.4: |
The need for brokering / 12.5: |
Brokering-based data mining grid architecture / 12.6: |
Use cases: Apriori, ID3 and J4.8 algorithms / 12.7: |
Related work / 12.8: |
Grid-based data mining with the Environmental Scenario Search Engine (ESSE) / Mikhail Zhizhin ; Alexey Poyda ; Dmitry Mishin ; Dmitry Medvedev ; Eric Kihn ; Vassily Lyutsarev12.9: |
Environmental data source: NCEP/NCAR reanalysis data set / 13.1: |
Fuzzy search engine / 13.2: |
Software architecture / 13.3: |
Applications / 13.4: |
Data pre-processing using OGSA-DAI / Martin Swain ; Neil P. Chue Hong13.5: |
Data pre-processing for grid-enabled data mining / 14.1: |
Using OGSA-DAI to support data mining applications / 14.3: |
Data pre-processing scenarios in data mining applications / 14.4: |
State of the art solutions for grid data management / 14.5: |
Index / 14.6: |
Summary of chapters in this volume / Alberto Sánchez ; Jesús Montes ; Julio J. Valdés ; MarÃa S. Pérez |
Preface |
List of Contributors |
Data mining meets grid computing: time to dance / Alberto Sánchez ; Jesús Montes ; Werner Dubitzky ; Julio J. Valdés ; María S. Pérez ; Pedro de Miguel1: |