
The Semantic Web - ISWC 2010
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Content
- Intro
- Title
- Preface
- Organization
- Table of Contents - Part I
- Research Track
- Fusion - Visually Exploring and Eliciting Relationships in Linked Data
- Introduction
- Related Work
- Ontology Mapping
- SPARQL Construct Queries and Their Extensions
- Views over RDF Data
- SWRL Rules
- RDF Exploration
- Interlinking
- Discovering and Deriving RDF Relationships
- Deriving Object Property Relationships
- Deriving New Datatype Properties
- Architecture Overview
- Examples of Use
- Scenario 1 - Adding the isSenatorOf Object Property to GovTrack.Us
- Scenario 2 - Adding a Datatype Property citySize to Geonames
- Conclusion and Future Work
- References
- Converting and Annotating Quantitative Data Tables
- Introduction
- Problem Description
- Related Work
- Materials
- Datasets
- Ontology
- Approach
- Tokenization
- Basic Matching: Full Names and Symbols
- Matching: Compounds in OUM
- Matching: Compounds Not in OUM
- Disambiguation
- Implementation
- Evaluation and Analysis
- Evaluation Type and Data Selection
- Gold Standard Creation
- Results
- Qualitative Analysis
- Discussion
- References
- JustBench: A Framework for OWL Benchmarking
- Introduction
- Reasoner Behaviour Analysis
- Approaches to Understanding Reasoner Behaviour
- Benchmarks
- Existing OWL Benchmarks
- Justification-Based Reasoner Benchmarking
- Limitations of this Selection Method
- JustBench: System Description
- Experiments and Evaluation
- Experimental Setup
- Results and Discussion
- Additional Tests and Discussion
- Application of JustBench
- Conclusion and Future Work
- References
- Talking about Data: Sharing Richly Structured Information through Blogs and Wikis
- Introduction
- Requirements for the 21st Century Blogger
- The Latent Potential for Grassroots Data
- DataPress
- Authoring and Uploading Data
- Data Linking
- Visualization Authoring
- Data Sharing
- DataPress in a Data Ecosystem
- Lessons Learned
- DataPress in the Wild
- User Interviews
- Related Work
- Conclusion
- References
- EL with Default Attributes and Overriding
- Introduction
- Preliminaries
- A New Reasoning Task
- Complexity
- NP-Hardness of the General Case
- A Polynomial Case
- Reasoning about Individuals
- Related Work
- Conclusions and Perspectives
- References
- Supporting Natural Language Processing with Background Knowledge: Coreference Resolution Case
- Introduction
- Coreference Resolution: Task Definition and Related Work
- Background Knowledge Acquisition
- Sources of Background Knowledge
- Linking to Wikipedia
- Selecting Relevant Background Knowledge
- Feature Extraction
- Feature Selection
- Evaluation: Coreference Resolution with Background Knowledge
- Baseline Model Definition
- Injecting Background Knowledge into Coreference Model
- Conclusion and Future Work
- References
- Enabling Ontology-Based Access to Streaming Data Sources
- Introduction
- Background
- Ontology-Based Access to Stored Relational Data
- Querying Relational Data Streams
- Ontology-Based Streaming Data Access
- Query and Mapping Syntax
- SPARQLStream
- S2O: Expressing Stream-to-Ontology Mappings
- Semantics of the Streaming Extensions
- SPARQLStream Semantics
- S2O Semantics
- Implementation and Walkthrough
- Related Work
- Conclusions and Future Work
- References
- Evolution of DL-Lite Knowledge Bases
- Introduction
- Preliminaries and Problem Definition
- Approaches to Evolution
- Model-Based Approaches
- Formula-Based Approaches
- Bold Semantics
- ABox Evolution
- Conclusion
- References
- Ontology Similarity in the Alignment Space
- Introduction
- Related Works
- Ontologies, Alignment Spaces and Similarities
- Ontologies and Alignments
- Alignment Space
- Algebraic Similarity Properties
- Path-Based Measures
- Coverage-Based Measures
- Largest Coverage
- Union Path Coverage
- OntoSim
- Comparison of Presented Measures
- Dataset Description
- Agreement
- Robustness
- Conclusion
- References
- SameAs Networks and Beyond: Analyzing DeploymentStatus and Implications of owl: sameAs in Linked Data
- Introduction
- SameAs Networks
- Definitions and Notations
- SameAs Networks Analysis
- Building ESameNet Dataset and Experiment Settings
- Basic Properties of SameAs Networks
- Pay-Level-Domain (PLD) Network Analysis
- Definitions and Notations
- Implications of the PLD Network
- CLS Network Analysis
- Definitions and Notation
- CLS Network and Enhancement
- Related Work
- Conclusion and Future Work
- References
- Deciding Agent Orientation on Ontology Mappings
- Introduction
- Arguing over Ontology Mappings
- A Flexible Approach for Determining Agents' Orientation on Mappings
- Illustrative Example
- Empirical Evaluation
- Evaluating the Generated Arguments
- Fitness Evaluation
- Related Work
- Conclusions
- References
- One Size Does Not Fit All: Customizing Ontology Alignment Using User Feedback
- Introduction
- Overview of Ontology Alignment
- Generation of Candidate Matchings
- Feature Engineering
- Lexical Similarities and Initial Selection of Candidate Matchings
- Similarity Aggregation and Interpretation
- User Feedback
- Weighted Aggregation
- Probabilistic Matching
- Iterative Supervised Structural Propagation of User Feedback
- Structure-Based Similarity
- Determining the Degree of Structural Propagation
- Determining the Right Number of Iterations
- Techniques for Scalability
- Experimental Evaluation
- Experimental Setting
- Evaluation Metric
- Effect of Learning for Weighted Combination
- Effect of Iterative Supervised Structural Propagation
- Discussion and Future Work
- Related Work
- Conclusion
- References
- Compact Representation of Large RDF Data Sets for Publishing and Exchange
- Introduction and Related Work
- Compacting RDF with HDT: The Concepts
- Taking Advantage of the Skewed Structure of Real-World RDF Data
- Header
- Dictionary
- Triples
- Compacting RDF with HDT: Practical Aspects
- Implementation
- HDT Management
- HDT Compression
- Experimental Results
- Conclusions and Future Work
- References
- Appendix: The Data Sets Used in the Study
- Assessing Trust in Uncertain Information
- Introduction
- Background
- Bayesian Network Notation
- Bayesian Description Logics
- Inconsistency and Justification
- Degree of Inconsistency
- Inconsistency Justification
- Error-Bounded Approximate Reasoning
- Sampling Justifications in a Classical KB
- Trust Computation Model
- Trust Computation
- Experimental Evaluation
- Conclusion
- References
- Optimising Ontology Classification
- Introduction
- Preliminaries
- The KP Classification Algorithm
- Optimised Classification
- Further Comparisons with the KP Algorithm
- Object Property Classification
- Data Property Classification
- Evaluation
- Conclusions
- References
- SPARQL beyond Subgraph Matching
- Introduction
- RDF Graphs and Their Semantics
- The SPARQL Query Language
- Extending Basic Graph Pattern Matching
- The RDF and RDFS Entailment Regimes
- Treatment of Inconsistencies
- Treatment of Axiomatic Triples
- Treatment of Blank Nodes
- Defining the RDF(S) Entailment Regimes
- The OWL Entailment Regimes
- Infinite Entailments in Datatype Reasoning
- The OWL 2 RDF-Based Semantics Entailment Regime
- The OWL 2 Direct Semantics Entailment Regime
- Implementations of SPARQL Entailment Regimes
- Related Work
- Conclusions
- References
- Integrated Metamodeling and Diagnosis in OWL 2
- Introduction
- Preliminaries
- Ontology-Inherent Metamodeling for Classes
- OntoClean
- OWL-Based Constraint Checking
- The Original OntoClean Metaontology
- Towards OntOWL2Clean
- Marker Predicates for Pinpointing Constraint Violations
- Evaluation
- Conclusion
- References
- Semantic Recognition of Ontology Refactoring
- Introduction
- An Ontology Refactoring Scenario
- Motivating Example
- Discussion of Shortcomings
- Modeling and Categorizing Refactoring Patterns
- Modeling Foundations and Assumptions
- Overview of Refactoring Pattern
- Detailed Refactoring Descriptions
- DL-Reasoning for Ontology Comparison
- Combining Knowledge Bases
- Semantic Version Comparison
- Refactoring Pattern Recognition
- Evaluation and Discussion
- Related Work
- Conclusion and Future Work
- References
- Finding the Achilles Heel of the Web of Data:Using Network Analysis for Link-Recommendation
- Introduction
- Background
- Related Work
- Infrastructure Failure and Semantic Failure
- Analysing the Web of Data
- Measures of Robustness
- Dataset
- Robustness Results
- Improving the Web of Data
- The Cost of Fixing the WoD
- Strategies for Adding New Edges
- Repair of the Namespaces Network
- Repair of the Hostnames Network
- Conclusion
- References
- When owl:sameAs Isn't the Same: An Analysis of Identity in Linked Data
- Introduction
- What Is Identity?
- The Identity Crisis of Linked Data
- Varieties of Identity and Similarity
- Identical but Referentially Opaque
- Identity as Claims
- Matching
- Similar
- Related
- The Similarity Ontology
- Inference
- Experiment
- Data
- Experimental Design
- Conclusion
- References
- Semantic Need: Guiding Metadata Annotations by Questions People #ask
- Introduction
- Need-Driven Knowledge Sharing
- Semantic Need Heuristics
- Semantic MediaWiki
- Incomplete Result Set
- Sparse Result Set
- Public SMW Analysis
- Semantic Need Implementation
- Resolving Semantic Gaps
- Semantic Need for MediaWiki
- Semantic Need Survey
- Design Implications
- Related Work
- Summary
- References
- SAOR: Template Rule Optimisations for Distributed Reasoning over 1 Billion Linked Data Triples
- Introduction
- Preliminaries
- RDF and Rules
- Partial Indexing Approach: Separating Terminological Data
- Template Rules
- Merging Equivalent Template Rules
- Rule Index
- Rule Dependency - Labelled Rule Graph
- Rule Saturisation
- Optimised Partial Indexing Approach Using Template Rules
- Preliminary Performance Evaluation
- Reasoning for Linked Data
- Authoritative Reasoning
- Linked Data Reasoning Evaluation
- Related Work
- Conclusion
- References
- Justification Oriented Proofs in OWL
- Introduction and Motivation
- Justifications as Explanations
- Problems with Justifications
- From Justifications towards Proofs
- Justification Oriented Proofs
- Contributions
- Related Work
- Preliminaries
- Proof Generation Framework
- Justification Lemmatisation
- Complexity Models
- A General Model for Deriving Justification Oriented Proofs
- An Algorithm for Generating Proofs
- GenerateProof
- LemmatiseJustification
- ComputeJPlus
- The Feasibility of Computing Justification Oriented Proofs
- Examples
- Conclusions and Future Work
- References
- Toponym Resolution in Social Media
- Introduction
- Related Work
- Methodology
- Information Context
- Ambiguity
- Experiment
- Data
- Classification
- Results
- Discussion
- Conclusion
- References
- An Expressive and Efficient Solution to the Service Selection Problem
- Introduction
- Service Selection Problem
- Domain Ontology
- Services and Mappings
- User Requests
- Examples
- Solution and System Architecture
- System Architecture
- Preliminary Experiments
- Airline Experiments
- Random Experiments
- Related Work
- Discussion
- References
- Ontology Alignment for Linked Open Data
- Introduction
- Preliminaries
- The BLOOMS Approach
- Evaluation
- Evaluation: Ontology Alignment Evaluation Initiative Oriented Track
- Evaluation: Ontology Alignment Evaluation Initiative Benchmark Track
- Evaluation: LOD Schema Alignment
- Related Work
- Conclusion and Future Work
- References
- SPARQL Query Optimization on Top of DHTs
- Introduction
- System and Data Model
- Query Evaluation
- Query Optimization Algorithms
- Selectivity Estimation
- Single Triple Patterns
- Conjunction of Triple Patterns
- Statistics for RDF
- Experimental Evaluation
- Comparing the Optimization Algorithms
- Effectiveness of Query Optimization
- Varying the Dataset and Network Size
- Statistics
- Discussion
- Related Work
- Conclusions and Future Work
- References
- Optimizing Enterprise-Scale OWL 2 RL Reasoning in a Relational Database System
- Introduction
- Preliminaries
- OWL 2 RL
- Oracle Semantic Technologies
- Optimized Equivalence Reasoning
- Large Scale Clique Building
- Parallel OWL Inference
- Query Simplification for Efficient Parallel Inference
- Compact Data Structures
- Incremental Inference
- Lazy Duplicate Elimination
- Dynamic Semi-naïve Evaluation
- Evaluation
- Experimental Setup
- Parallel Inference Evaluation
- Incremental Inference Evaluation
- Optimized owl:sameAs Handling Evaluation
- Related Work
- Conclusions and Future Work
- References
- Linked Data Query Processing Strategies
- Introduction
- Linked Data Query Processing
- Linked Data
- Source Discovery
- Source Ranking
- Query Evaluation Strategies
- Stream-Based Linked Data Query Processing
- Overview of the Process
- Push-Based Symmetric Hash Join
- Corrective Source Ranking
- Source Features and Metrics
- Metric Computation
- Metric Correction and Refinement
- Source Ranking at Run-Time
- Related Work
- Evaluation
- Conclusion
- References
- Making Sense of Twitter
- Introduction
- Metrics for Hashtag Evaluation
- A Vector Space Model for Hashtags
- Frequency of Usage
- Specificity
- Consistency of Usage
- Stability over Time
- Evaluation
- Dataset
- Descriptive Statistics
- Evaluating Hashtags
- Stability over Time
- Manual Assessment
- Related Work
- Conclusions and Future Work
- References
- Optimize First, Buy Later: Analyzing Metrics to Ramp-Up Very Large Knowledge Bases
- Introduction
- Related Work
- Data
- Are Existing Systems Scalable Enough?
- A Tale of Two KBs: Is Materialization Really Free?
- Is the LUBM Ontology Too Small and Shallow?
- Accounting for Size and Depth: New Benchmark Ontologies
- Conclusion: Materialization Costs Depend on the Size and Depth
- Managing Large-Scale Annotation Databases
- The NCBO Resource Index
- Optimizing for Data Distribution and Ontology Evolution
- Conclusion: Memory-Based Merge-Join with Partitioning Performs Well
- Discussion
- Conclusion
- References
- Using Reformulation Trees to Optimize Queries over Distributed Heterogeneous Sources
- Introduction
- Related Work
- Query Optimization
- Preliminaries
- Tree Structure Query Optimization Algorithm
- Evaluation
- Heterogeneity Evaluation Using a Synthetic Data Set
- Scalability Evaluation Using the BTC Data Set
- Conclusions, Limitations and Future Work
- References
- AnQL: SPARQLing Up Annotated RDFS
- Annotated RDFS
- Syntax
- RDFS Annotation Domains
- Semantics
- Deductive System
- Examples of Domains
- AnQL: Annotated SPARQL
- Syntax
- Semantics
- Further Extensions of AnQL
- Twisting AnQL - Issues and Pitfalls
- Uniform Treatment of Annotated and Non-annotated Queries
- Querying Multi-dimensional Domains
- Temporal Issues
- Constraints vs Filters
- References
- Using Semantics for Automating the Authentication of Web APIs
- Introduction
- Motivating Example
- Background
- WS-Security
- Investigating Authentication for Web APIs
- Common Authentication Approaches
- Web API Survey Results
- Supporting the Automation of Web API Authentication
- Design Principles
- Authentication Ontology
- Authentication Engine
- Related Work
- Conclusion and Future Work
- References
- Representing and Querying Validity Time in RDF and OWL: A Logic-Based Approach
- Introduction
- Preliminaries
- Representing Validity Time in RDF and OWL
- Querying Temporal Graphs
- Optimized Query Answering
- Simple Entailment
- Entailments Characterized by Deterministic Rules
- Implementation and Outlook
- References
- Enhancing the Open-Domain Classification of Named Entity Using Linked Open Data
- Introduction
- Overview
- Type Knowledge Base Generation
- Leverage the Name Properties
- Leverage the Relationships
- Structure of the Type Knowledge Base
- Scoring Method
- Retrieving Types for the Named Entity String from Type Knowledge Base
- Matching the Target Type with the Retrieved Type
- Determining the Final Score
- Applying the Score in Machine Learning
- Experimental Study
- Experimental Setup
- Scoring Accuracy
- Impact on the Machine Learning for Classification
- Related Work
- Conclusion and Future Work
- References
- Forgetting Fragments from Evolving Ontologies
- Introduction
- Related Work
- RoboCup OWLRescue Framework
- The Forgetting Approach
- Evaluate Concepts
- Select Concepts
- Remove Concepts
- Evaluation
- Results
- Conclusions
- References
- Linking and Building Ontologies of Linked Data
- Introduction
- Linked Data Background and Sources
- Ontology Alignment Using Linked Data
- Restriction Classes
- Pre-processing of the Data
- Searching the Space of Ontology Alignments
- Scoring Alignment Hypotheses
- Eliminating Implied Alignments
- Empirical Evaluation
- Related Work
- Conclusion
- References
- A Feature and Information Theoretic Framework for Semantic Similarity and Relatedness
- Introduction
- Definitions and Background
- State of the Art
- Comparison among Measures
- A Framework for Semantic Similarity and Relatedness
- Tversky's Feature-Based Model of Similarity
- A Ratio-Based Formulation of Tverky's Similarity Model
- The FaITH Similarity Measure
- Extended Information Content (eIC)
- Evaluation
- Experiment 1: Evaluating FaITH on Similarity
- Experiment 2: Evaluating FaITH on Relatedness
- Experiment 3: Evaluation on the MeSH Ontology
- Concluding Remarks and Future Work
- References
- Combining Approximation and Relaxation in Semantic Web Path Queries
- Introduction
- Single-Conjunct Regular Path Queries
- Approximate Matching of Single-Conjunct Queries
- Ontology Relaxation of Single-Conjunct Regular Path Queries
- Computing the Relaxed Answer
- General Queries
- Related Work
- Concluding Remarks
- References
- EvoPat - Pattern-Based Evolution and Refactoring of RDF Knowledge Bases
- Introduction
- Concepts
- Evolution Pattern
- Evolution Pattern Processing
- Bad Smells
- Serialization in RDF
- Pattern Survey and Classification
- Implementation
- Related Work
- Conclusion and Future Work
- References
- How to Reuse a Faceted Classification and Put It on the Semantic Web
- Introduction
- Faceted Classification Scheme
- Structure and Elements
- Normalisation Ontology Design Pattern
- Structure and Elements
- Implementation
- Alignment of a FCS to the Normalisation ODP
- Structure and Elements
- Implementation
- Relation to Other Methods
- Conclusions
- References
- OWL-POLAR: Semantic Policies for Agent Reasoning
- Introduction
- Semantic Representation of Policies
- Reasoning with Policies
- Policy Activation
- Reasoning about Actions
- Reasoning about Policies
- Reasoning about Semantic Formulas
- Idle Policies
- Anticipating Conflicts between Policies
- Related Work and Discussion
- Conclusions
- References
- Query Strategy for Sequential Ontology Debugging
- Introduction
- Motivating Examples and Basic Concepts
- Entropy-Based Query Selection
- Implementation Details
- Evaluation
- Related Work
- Conclusions
- References
- Preference-Based Web Service Composition: A Middle Ground between Execution and Search
- Introduction
- Background and Preliminaries
- Decoupling Data Optimization from Search
- Middle-Ground Execution
- Computing a Preferred Composition
- Implementation and Evaluation
- Summary and Related Work
- References
- A Self-Policing Policy Language
- Introduction
- Use Case and Requirements
- Preliminaries
- Policy Model
- Formal Policy Model
- Policy Structure
- Mapping the Policy Structure to the Formal Model
- Restrictions on Policies
- Evaluation
- Related Work
- Conclusions and Future Work
- References
- Completeness Guarantees for Incomplete Reasoners
- Introduction
- Preliminaries
- A Framework for Evaluating Completeness
- CQ Answering Algorithms
- Testing Bases
- Strict Testing Bases
- Existence and Size of Strict Testing Bases
- Measuring the Degree of Completeness
- Computing Strict Testing Bases
- Implementation and Evaluation
- Conclusion and Future Work
- References
- Signal/Collect: Graph Algorithms for the (Semantic) Web
- Introduction
- The Signal/Collect Programming Model
- A Formal Definition of the Signal/Collect Structures
- The Computation Model and Extensions
- Algorithms in Signal/Collect
- The Signal/Collect Framework - An Implementation
- Evaluation
- Scalability
- Score-Guided Computations
- Asynchronous vs. Synchronous
- Limitations-Threats to Validity
- Related Work
- Limitations, Future Work and Conclusions
- References
- Summary Models for Routing Keywords to Linked Data Sources
- Introduction
- Preliminary
- Web of Linked Data
- Keyword Query Routing
- Summary Models for Keyword Query Routing
- Keyword Query Routing Search Space
- Summary Models
- Computing Summary Models
- Computing Keyword Routing Plans
- Routing Plan Computation Using KS
- Routing Plan Computation Using KERGs
- Result Validity
- Complexity
- Evaluation
- Data Preprocessing
- Query Processing
- Conclusion
- References
- Declarative Semantics for the Rule Interchange Format Production Rule Dialect
- Introduction
- Answer Set Programming
- iClingo
- Fact Bases, States, Conditions and Rules
- Atomic Formulas and Conditions
- Fact Bases and States
- Actions and Rules
- Conflict Resolution Strategies
- General Definition of Strategies
- Defining One Specific Strategy
- Conclusions
- References
- Measuring the Dynamic Bi-directional Influence between Content and Social Networks
- Introduction
- Influence Framework
- Network Generation
- Measuring Network Properties
- Multilevel Time-Series Regression Models
- Use Cases
- Influence between Co-authors of Academic Papers and the Topics They Address
- Influence between Social Status of Online Forum Participants and Their Political Attention
- Influence between User-Defined Content Variables with Social Network Properties
- Related Work
- Conclusion
- References
- Author Index
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