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P2P based RDF querying and reasoning for Grid resource description and matching / von Felix Heine. 2006
Content
Introduction
Problem Definition
Contribution
Outline of the Thesis
Foundations
Modeling
Ontologies
Semantic Web
RDF and RDFS
SPARQL
GLUE Information Model
Peer-2-Peer Networks and DHTs
Chord
Pastry
Common API for DHTs
Subgraph Isomorphism
Bloom Filters
Summary
Resource Matching
Resource Matching in the Grid
Modeling Resources with RDFS
Resource Description
Example
Integrating Background Knowledge
Classifying Properties
Static and Dynamic Data
Origin of the Information
More Semantics
Data Organization
Peer-2-Peer
Design Choices
Summary
P2P based RDF Reasoning and Querying
Architectural Overview
The RDF Query Problem
Formal Problem Definition
Complexity of the RDF Query Problem
Further Elements of SPARQL Queries
Knowledge Distribution
Life Cycle of Triples
Node Departure
Node Arrival
Accessing the Knowledge
Blank Node Labels
RDFS Rules
Query Evaluation
Goals of the Query Evaluation Strategy
Exhaustive Query Evaluation
Determination of Candidate Sets
Look Ahead
Bloom Filters
Optimization for rdf:type
Final Evaluation
Top k Query Processing
Introductory Example
The Algorithm
Caching and Look Ahead
Ordering of the Query Triples
Summary
Experimental Evaluation
Prototype Architecture
Experimental Setup and Test Data
Setup of the Experiments
Generation of Test Data
Overall Performance
Exhaustive Evaluation
Simulation Results
Test Runs
Single Query Scenario
Performance Factors During Exhaustive Evaluation
Influence of Bloom Filter Parameters
Load Balancing Issues
Top k Evaluation
Performance Compared to Exhaustive
Parameter Choice for Look Ahead
Triple Dissemination and Reasoning
Summary
Related Work
Grid Computing
Semantic Web and Semantic Grid
Resource Description Framework
Web Ontology Language
Semantic Grid
Semantic Grid and Services
Relational Databases
Peer-2-Peer
P2P Data Integration
Semantic Query Routing
RDF based P2P Systems
Edutella
Bibster
Summary
Conclusion
Applications of P2P based RDF Querying and Reasoning
Limitations of our Approach and Further Work
Summary
List of Figures
Bibliography
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