
Knowledge Discovery, Knowledge Engineering and Knowledge Management
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Content
- Intro
- Title
- Preface
- Organization
- Table of Contents
- Invited Papers
- Helping People Remember: Coactive Assistance for Personal Information Management on a Semantic Desktop
- Introduction
- The Semantic Desktop
- Ontology-Based Document Understanding
- Ontology-Based Information Extraction with SCOOBIE
- Recommending PIMO Instances as Semantic Tags for Documents
- Evaluating the Information Butler
- Conclusions and Outlook
- References
- Modeling Uncertainties in Advanced Knowledge Management
- Introduction
- Uncertainty Management
- Developed Solution for Integrating Uncertain Product Use Information
- Representation of Product Use Knowledge
- Requirements for the Knowledge Representation
- State of the Art of Methods and Techniques for Knowledge Representation
- Evaluation of Methods for Knowledge Representation
- Proposed Knowledge-Based Approach
- Use Case Scenario
- Bayesian Networks for Modeling Product Use Knowledge
- "What-If"-Analysis to Deduce Room for Product Improvements
- Conclusions and Outlook
- References
- Authentication Using Multi-level Social Networks
- Introduction
- Related Work
- The Framework
- Framework Analysis
- Discussion
- Security and Attack Analysis
- Conclusions
- References
- Part I: Knowledge Discovery and Information Retrieval
- Extracting Relationship Associations from Semantic Graphs in Life Sciences
- Introduction
- Background
- Creation of Semantic Graphs
- Semantic Matching
- Relationship Association Extraction
- Generating Triple Queries
- Matching Triple Queries
- Generating Association Queries
- Removing Duplicate Queries
- Matching Association Queries
- Relevance Criteria
- Relationship Associations
- Experiments
- Related Work
- Conclusions and Future Work
- References
- Sequential Supervised Learning for Hypernym Discovery fromWikipedia
- Introduction
- Data Collection and Preparation
- Baselines: Syntactic Information and Lexico-Syntactic Patterns
- Syntactic-Semantic Tagging
- Evaluation and Results
- Baseline 1: Syntactic Information
- Baseline 2: Lexico-Syntactic Patterns
- Syntactic-Semantic Tagging
- Conclusions
- References
- Evolving Estimators for Software Project Development
- Introduction
- Background
- Estimating Labor Effort in Software Project Development
- Genetic Programming
- Design and Implementation
- Data Preprocessing
- Algorithm Setup
- Fitness Function
- Results
- COCOMONASA Domain
- COC81 Domain
- Conclusions and Further Research
- References
- Extracting and Rendering Representative Sequences
- Introduction
- Data
- Extracting Representative Subsets
- Sorting Candidates
- Neighbourhood Density.
- Centrality.
- Frequency.
- Likelihood.
- Eliminating Redundancy
- Controlling Size/Coverage Trade-off
- Measuring Quality
- Mean Distance.
- Coverage.
- Distance Gain.
- Discrepancy.
- Visualizing Representative Sequences
- Key Patterns.
- Comparing Sorting Criterions
- Conclusions
- References
- Unsupervised Quadratic Discriminant Embeddings Using Gaussian Mixture Models
- Introduction
- Related Work
- Motivation and Contributions of the Paper
- The Cluster Space
- Derivation of the Cluster Space
- Relationship with QDA
- The Algorithm
- High-Dimensional Data
- Experiments
- Artificial Data
- Real-World Data
- Discussion and Conclusions
- References
- How to Rank Terminology Extracted by EXTERLOG
- Introduction
- Context
- IE and Log Files
- Terminology Extraction Background
- Exterlog: EXtraction of TERminology from LOGs
- Preprocessing and Normalization
- Grammatical Tagging
- Extraction of Co-occurrences
- Filtering of Candidates
- Experiments
- Conclusion and Future Work
- References
- Average Cluster Consistency for Cluster Ensemble Selection
- Introduction
- Background
- Cluster Ensemble Formulation
- Cluster Ensemble Selection
- WEACS
- Average Cluster Consistency (ACC)
- Experimental Setup
- Results
- Conclusions
- References
- Part II: Knowledge Engineering and Ontology Development
- Cross-Lingual Evaluation of Ontologies with Rudify
- Introduction
- The KYOTO Project
- OntoClean
- Rigidity
- Rudify Development
- Base Concepts
- Evaluation of Output
- Domain Specific Terms (English)
- BC-50-ENG
- BC-50-ESP and BC-50-NLD
- Application of Output
- Conclusions
- References
- Towards a Formalization of Ontology Relations in the Context of Ontology Repositories
- Introduction
- Related Work
- Methodology for the DOOR Ontology
- Definitions and Requirements
- Main Steps of the Methodology
- Formal Description of DOOR
- includedIn and equivalentTo
- similarTo
- Versioning
- Agree and Disagree
- Other Relations
- Kannel: An Application for the DOOR Ontology
- Conclusions
- References
- ARAGOG Semantic Search Engine: Working, Implementation and Comparison with Keyword-Based Search Engines
- Introduction
- Previous Works
- Motivation
- Proposed Architecture for Aragog
- Proposed Algorithms and Techniques for Various Modules
- Ontology Ranker
- Synonym Handler
- Semantic Answer Finder
- Semantic Answer Finder
- Implementation of Aragog
- Conclusions
- Future Work
- References
- Cooperative WordNet Editor for Lexical Semantic Acquisition
- Introduction
- Description of WordVenture System
- System Architecture
- Server-Side Architecture
- Client-Side Architecture
- Cooperative Approach to Building Lexical Nets
- Conclusions
- Future Mission
- References
- Analogical Cliques in Ontology Construction
- Introduction
- Categories and Cliques
- NameDropper Ontology
- Analogical Mappings
- Analogical Cliques
- Conclusions
- References
- Detection and Transformation of Ontology Patterns
- Introduction
- Ontology Transformation Process
- Workflow of Ontology Transformation
- Example of Ontology Transformation
- Ontology Pattern Detection
- Generic Variant
- Specific Variant within Ontology Matching Context
- Transformation Patterns vs. Alignment Patterns
- Related Work
- Conclusions and Future Work
- References
- Islands and Query Answering for Alchi-ontologies
- Introduction
- Foundations
- Description Logic ALCHI
- Related Work
- Ontology Partitioning
- Updating the ABox
- Updating the TBox
- Updating TBox - Concept Inclusions
- Updating RBox - Role Inclusions
- Updating RBox - Role Inverses
- Distributed Storage System and Preliminary Evaluation
- Query Answering
- Conclusions
- References
- Ontology Co-construction with an Adaptive Multi-Agent System: Principles and Case-Study
- Introduction
- Dynamic Ontology Co-construction
- Context
- The Ontology Model
- The Adaptive Multi-Agent System (AMAS) Theory
- Principles
- Syntactic Patterns
- Semantic Relations
- Agent Behaviour
- Experiments
- Settings
- Results and Analysis
- Related Works
- The Earlier DYNAMO Prototype
- Ontology Engineering from Text in Dynamic Environments
- Conclusions
- References
- A Methodology for Knowledge Acquisition in Consumer-Oriented Healthcare
- Introduction
- Background
- Consumer-Oriented Medical Terminologies
- Knowledge Acquisition in Healthcare
- Methodology
- Wiki-Based Acquisition
- Nurses-Assisted Acquisition
- Focus Group Acquisition
- Term Extraction
- Clinical Review
- Results Evaluation
- Conclusions and Future Work
- References
- Combining Statistical and Symbolic Reasoning for Active Scene Categorization
- Introduction
- System Architecture
- Knowledge Representation
- Ontological Model
- Statistical Model
- Reasoning
- Belief Update
- Information Gain
- Scene Categorization
- Object Detection
- Results
- Discussion
- References
- A Semi-automatic System for Knowledge Base Population
- Introduction
- Content Extraction for Databasing Issues
- Error Analysis
- System, Database and Interface
- Interface Design
- Database Fields for Relations
- Discussion
- References
- Part III: Knowledge Management and Information Sharing
- Enterprise Wikis - Types of Use, Benefits and Obstacles: A Multiple-Case Study
- Introduction
- Research Design
- A Multiple-Case Study Approach
- Data Collection and Analysis
- Multiple-Case-Study Results
- Qualitative Results: Case Alpha
- Qualitative Results: Case Beta
- Qualitative Results: Case Gamma
- Quantitative Results
- Conclusions and Outlook
- References
- A Knowledge Management System and Social Networking Service to Connect Communities of Practice
- Introduction
- Constellation of Communities of Practice
- Knowledge Management Systems and Social Networking Services
- Model of Interconnection of Communities of Practice
- General Model of ICP
- The Reasons for Using ICP Instead of CCP
- Management and Dissemination of the ICP Knowledge
- The TE-Cap 2 Platform
- User Profile Management
- Knowledge Indexation and Search Tool
- Classification Evolution
- A Descriptive Investigation
- Conclusions
- References
- Design Issues for an Extensible CMS-Based Document Management System
- Introduction
- WebC-Docs
- WebC-Docs' Key Concepts
- Integration with the WebComfort CMS
- Explorer-Like Web Interface
- Document Versioning
- Dynamic Attributes
- Indexing and Searching
- Permissions
- Additional Repositories
- Discussion
- Related Work
- Conclusions and Future Work
- References
- CrimeFighter: A Toolbox for Counterterrorism
- Introduction
- CrimeFighter Processes, Tools and Techniques
- Processes
- Tools
- Techniques
- Previous Work
- Open Issues
- Ongoing and Related Work
- Conclusions
- References
- Functional Analysis of Enterprise 2.0 Tools: A Services Catalog
- Motivation
- Related Work
- Content Types
- Towards a Services Catalog
- Services Catalog
- Content-Centric Services
- User-Centric Services
- Orthogonal Services
- Additional Services
- Rating Methodology
- Conclusions and Outlook
- References
- Scenario Process as a Community for Organizational Knowledge Creation and Sharing
- Introduction
- Conceptual Background
- Knowledge and Knowing
- Contexts for Knowledge Creation and Sharing
- Scenarios and the Scenario Process
- Linking the Conceptual Elements
- Knowledge Creation and Sharing in the Scenario Process
- Overview of the Scenario Process
- Cases
- Discussion and Conclusions
- References
- Neural Networks Aided Automatic Keywords Selection
- Introduction
- Statistical Approach
- Algorithm
- Limitations
- Kohonen's Neural Networks Approach
- Algorithm
- Neural Network Reinforcement
- Reinforcement
- The Results Propriety
- The Comparison of Results
- Document Management System Implementation
- Performance
- References
- Value Knowledge Management for Multi-party Conflicts: An Example of Process Structuring
- Introduction
- Group Judgment Policies
- Shared Resource Allocation Model
- Application of Analytical Mediation
- Discussion and Conclusions
- References
- Leveraging Organizational Knowledge Management through Corporate Portal
- Introduction
- Background Literature
- Knowledge Management Processes
- Knowledge Management Benefits
- Framework
- Framework Development
- Knowledge Management Processes
- Methodology
- Sample
- Questionnaire
- Data Analysis and Results
- Analysis Methodology
- Constructs Reliability
- Correlations
- Conclusions
- References
- Author Index
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