Knowledge Discovery, Knowledge Engineering and Knowledge Management
Second International Joint Conference, IC3K 2010, Valencia, Spain, October 25-28, 2010, Revised Selected Papers
Published on 5. January 2013
XVI, 430 pages
978-3-642-29764-9 (ISBN)
Description
This book constitutes the thoroughly refereed post-conference proceedings of the Second International Joint Conference on Knowledge Discovery, Knowledge Engineering, and Knowledge Management, IC3K 2010, held in Valencia, Spain, in October 2010.
This book includes revised and extended versions of a strict selection of the best papers presented at the conference; 26 revised full papers together with 2 invited lectures were carefully reviewed and selected
from 369 submissions. According to the three covered conferences KDIR 2010, KEOD 2010, and KMIS 2010, the papers are organized in topical sections on knowledge discovery and information retrieval, knowledge
engineering and ontology development, and on knowledge management and information sharing.
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Ana Fred | Jan Dietz | Kecheng Liu
Knowledge Discovery, Knowledge Engineering and Knowledge Management
Second International Joint Conference, IC3K 2010, Valencia, Spain, October 25-28, 2010, Revised Selected Papers
Book
01/2013
Springer
€53.49
Shipment within 7-9 days
Persons
Content
- Intro
- Title
- Preface
- Organization
- Table of Contents
- Invited Papers
- Actionable Mining of Large, Multi-relational Data Using Localized Predictive Models
- Introduction
- Illustrative Applications
- Latent Factor Modeling of Dyadic Data with Covariates
- Latent Dirichlet Attribute Aware Bayesian Affinity Estimation (LD-BAE)
- Concluding Remarks and Future Work
- References
- Improving the Semantics of a Conceptual Schema of the Human Genome by Incorporating the Modeling of SNPs
- Introduction
- The Genomic Domain
- Existing Definitions of the SNP Concept
- SNP Characteristics
- Uses of the SNP Concept
- CSHG: Incorporation of the SNP Concept
- SNPs Incorporation
- Related Work
- Conclusions
- References
- Part I Knowledge Discovery and Information Retrieval
- A Spatio-anatomical Medical Ontology and AutomaticPlausibility Checks
- Introduction
- Peculiarities of Medical Knowledge Management and Related Work
- System Architecture
- Image Parser
- Medico Server
- Spatial Database
- Corpus
- Controlled Corpus
- Quantitative Anatomical Atlas
- Elementary Relations
- Derived Relations
- Qualitative Anatomical Model
- Evaluation and Results
- Conclusions and Future Work
- References
- Experimentally Studying Progressive Filtering in Presence of Input Imbalance
- Introduction
- Background
- Hierarchical Text Categorization
- Threshold Selection Strategies
- Input Imbalance
- Progressive Filtering
- The Approach
- The Adopted Threshold Selection Algorithm
- Experiments and Results
- Experimenting Progressive Filtering in Presence of Input Imbalance
- Comparative Experiments of Threshold Selection Strategies
- Conclusions
- References
- Semantic Web Search System Founded on Case-Based Reasoning and Ontology Learning
- Introduction
- Related Works
- Ontology Learning for Semantic Search
- CBR for Search Systems
- Semantic Web Search System Based on CBR and Ontology Learning
- Repository of Ontology Fragments
- Proposed System Description
- User Query Reformulation
- Ontology-Based CBR
- Filtering and Classification of Web Documents
- Ontology Enrichment from Web Documents
- Evaluation
- Search Results Evaluation
- Ontology Enrichment Evaluation
- Conclusions and Future Work
- References
- Literature-Based Knowledge Discovery from Relationship Associations Based on a DL Ontology Created from MeSH
- Introduction
- Creating the UoT Ontology
- MeSH Term Selection Process
- Adding Logical Structure to the MeSH Terms
- Building the Corpus
- Generating New Hypothetical Relationship Associations
- Matching B Triples
- Generating A-C Relationship Associations
- Matching A-C Relationship Associations to the Semantic Statement Corpus
- Case Study
- Selecting the A-B Set
- Creating the B-C Set
- Creating the Candidate Discovery A-C Set
- Matching the A-C Relationship Associations to the Corpus of Semantic Statements
- Related Work
- Discussion and Future Directions
- References
- Early Warning and Decision Support in Critical Situations of Opinion Formation within Online Social Networks
- Introduction
- Related Work
- Approach
- Data Collection
- Identification of Opinions
- Characterization of Social Network
- Opinion Leaders
- Network Structure
- Discovery of Critical Situations
- Objective
- Method
- Application
- Recommendations for Opinion Manipulation
- Conclusions
- References
- A Connection between Extreme Learning Machine and Neural Network Kernel
- Introduction
- Methods and Data
- Extreme Learning Machine
- Neural Network Kernel
- Data Sets
- ELM Falls between Neural Networks and Kernels
- ELM Feature Space Approximates NNK Feature Space
- ELM Kernel Replacing NNK
- NNK Replacing ELM Hidden Layer
- Variance of Weights Affects ELM Predictions
- Variance and the Number of Hidden Units Interact
- Discussion
- ELM and NNK
- Parameters of ELM
- On Properties of ELM
- References
- Visually Summarizing Semantic Evolution in Document Streams with Topic Table
- Introduction
- Related Work
- Document Prototypes from Streams of Documents
- Streams of Documents
- Evolving Document Prototypes
- Visualizing Document Prototypes
- Visually Summarizing Contents of NIPS Documents from 1987 to 1999
- Data Preparation and Parameter Setting
- Topic Table for NIPS Documents from 1987 to 1999
- Conclusions
- References
- A Clinical Application of Feature Selection: Quantitative Evaluation of the Locomotor Function
- Introduction
- Methods
- Feature Selection
- Results and Discussion
- Conclusions
- References
- Inference Based Query Expansion Using User's Real Time Implicit Feedback
- Introduction
- Problem Statement
- Background Materials
- Notations and Definitions
- Background on QE
- Few Motivating Observations
- Query Log vs Academic Research
- Exploring Recent Queries
- Proposed QE Framework
- Determining User's Search Context
- Applicability Check
- Evaluation Methodology
- Performance of the Proposed Framework
- Experimental Queries
- Quality of Expansion Terms
- Retrieval Effectiveness
- Component Wise Effectiveness
- Retrieval Efficiency
- Dynamics: Adapting to the Changing Needs
- Conclusions
- References
- Testing and Improving the Performance of SVM Classifier in Intrusion Detection Scenario
- Introduction
- Challenges of Improving Categorizing
- Problem Definition and Classifiers
- Approach and Classification
- Data Analysis and Data Partitioning
- Feature Selection
- Kernel Selection
- Parameter of Kernel Selection
- Performance and Speed Comparison
- Result and Discussion
- Conclusions
- References
- Part II Knowledge Engineering and Ontology Development
- A Quantitative Knowledge Measure and Its Applications
- Introduction
- Defining Knowledge Levels
- Knowledge Entropy
- Knowledge Similarity
- Knowledge Distance
- Knowlets in Practice
- Applications and Case Study
- Related Work and Discussion
- References
- A Model-Driven Development Method for Applying to Management Information Systems
- Introduction
- Model Theory Approach
- Management Information Systems
- Computer Acceptable Set Theory
- Proposed Method
- Details of the Proposed Method
- Modeling Requirement Specifications Using UML
- Designing TPS Model for Code Generation
- Automatic CAST Code Generation
- TPS Development Tool for Realizing the Proposed Method
- Experiment and Results
- Contents of an Experiment
- Requirement Specifications
- Model Design
- Code Generation Results of Customer Data
- Conclusions
- References
- Automated Reasoning Support for Ontology Development
- Introduction
- Ontology Development in Literature
- The Ontology Lifecycle
- Requirements
- Design
- Verification
- Tuning
- Discussion
- Future Work
- Conclusions
- References
- Modeling the International Classification of Diseases (ICD-10) in OWL
- Introduction
- OWL for Medical Ontologies and Related Work
- Modeling Approach
- Data Sources
- OWL Model Generation
- ICD-10 Characteristics
- Handling ICD-10 Exclusions
- Handling ICD-10 Inclusions and Notes
- Merging the English and German OWL Models
- Results and Discussion
- Differences between WHO and DIMDI Versions of ICD-10
- Conclusions and Future Work
- References
- A Systemic Approach to Multi-Party Relationship Modeling
- Introduction
- A Systems Perspective of Industry
- Multi-party Relationship
- REGENT: A Regulation Enabling Ontology
- The IndustryConcept Class
- The ConceptSpacePartition Class
- Property Constraints
- The Case of Urban Residential Electricity Supply
- Resource Identification
- Feature Identification
- Value Identification
- Establishing Regulatory Oversight
- Related Work
- Conclusions
- References
- Evaluating Dynamic Ontologies
- Introduction
- State of the Art
- Our Dynamic Ontology
- Raw Materials
- Our Challenges
- Our Scores
- Volatility Score
- Violation Score
- Future Work
- Conclusions
- References
- An Architecture to Support Semantic Enrichment of Knowledge Sources in Collaborative Engineering Projects
- Introduction
- Problem Statement
- State of the Art
- Objectives and Relevance of the Work
- Technical Architecture
- The Ontology
- The Services
- Indexation Process Using Semantic Vectors
- Conclusions and Future Work
- References
- Designing Ontology-Driven System Composition Processes to Satisfy User Expectations: A Case Study for Fish Population Modelling
- Introduction
- Defining Ontology-Driven Compositional Systems
- ODCS Knowledge: Six Types of Semantics
- ODCS Processes: Discovery, Decision-Making and Composition
- Current Implementations of ODCS
- Ontology Driven Web Service Composition
- Resource Management Focused Ontology-Driven Compositional System
- Assessment of Current Implementations
- Considering ``User Expectations" of an ODCS
- Design to Satisfy User Expectations of ODCSs
- Facet 1: User Expectations of Interaction with ODCS User Interface
- Facet 2: User Expectations of Resultant Systems
- First Mash-Up of ODCS Motivated by User Expectations
- CU Ontology
- Case Study: Fisheries Population Modelling
- Leveraging Knowledge for Fish Population Models
- Incorporating Quality and Trust
- Discussion of Future Work
- Compositional Unit Ontological Representation Is Not Enough
- Strategy for Ontology Evaluation
- Reusable Graphical User Interface
- References
- Part III Knowledge Management and Information Sharing
- Knowledge Sharing in the First Aid Domain through End-User Development
- Introduction
- The COSP Association
- Participatory Design of FirstAidMap
- FirstAidMap Requirements: Map and Information Levels
- COSP Volunteers: From Passive Users to Co-designers
- End-User Developers at COSP
- FirstAidMap: EUD Activities for Knowledge Sharing
- Personalizing the Map and Notifying a Danger
- Creating and Managing Zones, POIs and Notifications
- Adapting and Managing the System
- Preliminary Evaluation of FirstAidMap
- Related Work
- Conclusions
- References
- Knowledge Management Tools for Terrorist Network Analysis
- Introduction
- Knowledge Management for Counterterrorism
- CrimeFighter Investigator
- CrimeFighter Assistant
- System Architecture
- Analysis and Visualization
- Case Study: 2002 Bali Bombing
- Network Analysis
- Node Analysis
- Link Analysis
- Summary
- Comparison to Related Work
- Conclusions and Future Work
- References
- Optimization Techniques for Range Queries in the Multivalued-partial Order Preserving Encryption Scheme
- Introduction
- Organization of the Paper
- Related Work
- Preliminaries
- An Overview of MV-POPES
- Partitioning and Metadata
- Partition Identification Functions
- Translation of Range Query
- Merging Conditions
- Multilevel Partitioning
- Predefined Queries
- Binary Recursive Partitioning (BRP)
- Experiments
- Security Analysis
- Entropy
- Variance
- The Privacy-Performance Trade-off
- Conclusions and Future Work
- References
- miKrow: Enabling Knowledge Management One Update at a Time
- Introduction
- State of the Art
- Knowledge Management
- Semantic Technologies on Social Networks
- An Intra-enterprise Semantic Microblogging Tool as a Micro-knowledge Management Solution
- General Description
- Message Indexing
- Message Search
- Expert Search
- Linked Data Boost
- Context-Aware Knowledge Management
- Current Implementation: miKrow
- miKrow Implementation
- miKrow Evaluation
- Conclusions
- References
- A Pervasive Approach to a Real-Time Intelligent Decision Support System in Intensive Medicine
- Introduction
- Background
- Intelligent Decision Support Systems
- Knowledge Discovery from Databases
- Intensive Medicine
- Real-Time
- Pervasive Computing
- The INTCare System
- System Features
- System Features
- Information Architecture
- INTCare Sub-systems Functionality
- Pervasive Approach
- Data Mining Models
- Data Description
- Features Selection
- Results
- Discussion
- Conclusions and Future Work
- References
- Semantics and Machine Learning: A New Generation of Court Management Systems
- Introduction
- The JUMAS System
- The JUMAS Concept
- System Architecture
- Knowledge Extraction
- Automatic Transcription
- Emotion Recognition
- Human Behaviour Recognition
- Deception Detection
- Information Extraction
- Knowledge Management
- Information Retrieval
- Ontology as Support to Information Retrieval
- User Generated Semantic Annotations
- Knowledge Visualization
- Hyper Proceeding Views
- Multimedia Summarization
- Potentiality of the JUMAS System
- Conclusions
- References
- A Workspace to Manage Tacit Knowledge Contributing to Railway Product Development during Tendering
- Introduction
- Context
- The Tendering Process
- The Technical Analysis
- Analysis of Needs
- Interviews Data
- Interviews Results
- Related Work
- MEMORAe
- Enterprise 2.0
- Workspace Modelling
- Workspace Use Cases
- Workspace Requirements
- Workspace Model
- Workspace Implementation
- Conclusions
- References
- Semantics for Enhanced Email Collaboration
- Introduction
- Email Overload
- Research Challenges
- Semantic E-mail
- A Speech Act Model
- A Behavioural Model for Semantic E-mail
- Semi-automatic Action Item Elicitation
- Semanta
- Implementation
- Eliciting Workflow Knowledge
- Integrating Workflow Artefacts
- Visualising Email Workflows
- Evaluation
- Conclusions and Future Directions
- References
- Author Index
