Knowledge Science, Engineering and Management
5th International Conference, KSEM 2011, Irvine, CA, USA, December 12-14, 2011. Proceedings
Published on 24. February 2012
XIV, 474 pages
978-3-642-25975-3 (ISBN)
Description
This book constitutes the proceedings of the 5th International Conference on Knowledge Science, Engineering and Management, KSEM 2011, held in Irvine, CA, USA, in December 2011. The 34 revised full papers presented together with 7 short papers were carefully reviewed and selected from numerous submissions.
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Hui Xiong | W.B. Lee
Knowledge Science, Engineering and Management
5th International Conference, KSEM 2011, Irvine, CA, USA, December 12-14, 2011. Proceedings
Book
11/2011
Springer
€53.49
Shipment within 7-9 days
Content
- Intro
- Title
- Preface
- Organization
- Table of Contents
- Regular Papers
- A Wavelet-Based Method for Detecting Seismic Anomalies in DEMETER Satellite Data
- Introduction
- Earthquakes and Data
- Methodology
- Data Selection
- Experimental Procedure
- Results and Discussion
- Puer Earthquake
- Wenchuan Earthquake
- Conclusion
- References
- Interest Logic and Its Application on the Web
- Introduction
- The Interest Logic
- The Language of Interest Logic
- The Semantics of Interest Logic
- Axiomatization
- Characteristics of Interests
- Relevance of Interests
- Conflicts of Interests
- Structural Characteristics of Interests
- Extensions of Interest Logic
- Epistemic Interest Logic
- Temporal Interest Logic
- Interest Logic in Web Applications
- Interests in Web-Based Social Networks
- Interests Fusion on the Decentralized Web
- Compound Interest Recommendation Based on Co-occurrent Analysis
- Personalized Web Search Refinement Based on User Interests
- Query Expansion Based on Interests Semantic Similarity
- Conclusion and Future Work
- References
- Ensemble Learning for Customers Targeting
- Introduction
- Basic Learning Method
- The Proposed Ensemble Learning Approach
- How to Construct Base Learning Hypotheses
- Random Sampling
- Feature Selection
- Ensemble Learning
- Empirical Study
- Dataset Description
- Performance Comparison of Prediction Models
- Interpretability
- Conclusions
- References
- An Approach to Generating Proposals for Handling Inconsistent Software Requirements
- Introduction
- Preliminaries
- Measuring the Degree of Disputability
- Generating Appropriate Proposals for Handling Inconsistency
- Related Work
- Conclusion
- References
- Enforcing Logically Weaker Knowledge in Classical Logic
- Introduction
- Logical Background
- Logical Characterization
- A General Solution
- Computational Investigations
- Related Works
- Conclusions and Perspectives
- References
- Gaussian Process for Recommender Systems
- Introduction
- Gaussian Process Model
- Problem Definition
- Model Based Prediction
- Computational Complexity
- Regularized Gaussian Process
- Training
- Experimental Evaluation
- Experimental Setup
- Results and Discussions
- Related Work
- Concluding Remarks
- References
- A Hybrid Approach for Measuring Semantic Similarity between Ontologies Based on WordNet
- Introduction
- Related Work
- Our Proposed Method
- WordNet and Related Concept
- Semantic Similarity Measurement between Ontologies in Elemental Level
- Semantic Similarity Measurement between Ontologies in Structural Level
- Experimental Results and Evaluation
- Conclusion
- References
- A Recipe Recommendation System Based on Automatic Nutrition Information Extraction
- Introduction
- Related Work
- A Goal-Oriented Food Recommendation System
- System Configuration
- The Co-occurrence Dictionary
- Ingredient Nutrient Database
- Nutritional Information Database
- System Overview
- System Flow
- System Output
- Performance Evaluation of the System
- Recommendation Accuracy
- Evaluation System Trial
- Conclusion and Future Work
- References
- Analyzing Tag Distributions in Folksonomies for Resource Classification
- Introduction
- Social Tagging
- Datasets
- Studied Social Tagging Sites
- Generation Process of Datasets
- Statistics and Analysis of the Datasets
- Tag Weighting Functions
- TF-IDF as a Term Weighting Function
- TF-IDF for Tags
- Tag-Based Classification
- Conclusions
- References
- Time Series Similarity Measure Based on the Function of Degree of Disagreement
- Introduction
- Function of Degree of Disagreement
- Time Series Similarity Measure Based on FDOD
- Univariate Time Series Similarity Measure Based on FDOD
- Multivariate Time Series Similarity Measure Based on FDOD
- Experimental Results
- Synthetic Univariate Time Series Data
- Stock Data
- Model-Generated Multivariate Time Series Data
- Conclusions
- References
- A Resource Recommendation Method Based on User Taste Diffusion Model in Folksonomies
- Introduction
- Methodology
- Preliminaries
- User Taste Diffusion Model
- User Taste Initialization
- Recommending Process
- Experimental Results and Analyses
- Data and Experiment Design
- Evaluation Metrics
- Results Analyses
- Conclusion
- References
- Automatically Constructing Concept Hierarchies of Health-Related Human Goals
- Introduction
- Health-Related Human Goals
- Health Related Goals from Search Query Logs
- Golden Standard
- Goal Concept Hierarchy
- Experimental Setup
- Evaluation
- Illustration Scenario
- Extracting Means-Ends Relations
- Complementing Goal Concept Hierarchies
- Related Work
- Conclusions
- References
- Towards Implicit Knowledge Discovery from Ontology Change Log Data
- Introduction
- Ontology Change Log Data
- Analysis of Preprocessed Change Log Data
- Metrics and Patterns
- Discovery of Sequential Abstractions from Ontology Change Log
- Discovery of Different Types of Change Sequences
- Discovery of Sequential Change Pattern
- Discovery of Composite Changes
- Discovery of Causal Dependencies
- Related Work
- Conclusions
- References
- On Constructing Software Environment Ontology for Time-Continuous Environment
- Introduction
- Software Environment Ontology
- Case Study
- Developing a Problem Diagram for the Air Conditioner Controller as an Analysis Basis
- Deriving Machine Specification from the Problem Diagram
- Conclusion
- References
- Online Internet Intrusion Detection Based on Flow Statistical Characteristics
- Introduction
- Related Work
- Online Internet Intrusion Detection Based on Flow Statistical Characteristics
- Online Internet Intrusion Detection Architecture Based on Flow Statistical Characteristics
- Feature Selection
- Seeded-Kmeans Clustering Algorithm
- Experimental Results and Analysis
- Empirical Traces
- Evaluation Metrics
- Impact of Feature Selection on Detection Accuracy
- Impact of Number of Packets for Statistics on Identification Accuracy
- Impact of Sampling Rate on Detection Accuracy
- Comparing Performance among Different Clustering Algorithm
- Conclusion
- References
- A Perspective of Knowledge Science
- Introduction
- School of Knowledge Science
- Contents of the Book: Knowledge Science
- Theory of Knowledge Construction Systems
- Knowledge Construction System
- Structure-Agency-Action Paradigm
- Evolutionary Constructive Objectivism
- Conclusion
- References
- Finding Experts in Tag Based Knowledge Sharing Communities
- Introduction
- Related Work
- Context-Aware Tag Expansion
- Identifying Tag Concepts
- Tag Expansion by Concepts
- Topic Model Based User Authority Ranking
- Experiments
- Experimental Data
- Concept Clustering and Tag Expansion
- Baseline Methods and Evaluation Metrics
- Performance Comparison
- Concluding Remarks
- References
- Data Clustering by Scaled Adjacency Matrix
- Introduction
- SAM
- Theoretical Analysis of SAM
- Convergence
- Effectiveness of SAM Algorithm
- Postprocessing of SAM
- Related Work
- Relationship between SAM and Spectral Clustering
- Relationship to Single Linkage and Minimum Spanning Tree Clustering
- Experiments
- Toy Data
- COIL-20
- Discussions and Conclusions
- References
- An Engineerable Ontology Based Approach for Requirements Elicitation in Process Centered Problem Domain
- Introduction
- Overview of Our Approach
- Representation Framework and Upper Level Requirement Ontology for Process Centered Requirement
- Representation Framework for Process Centered Requirement
- Upper Level Requirement Ontology for Process Centered Requirement
- The Process of Our Requirement Elicitation Approach
- A Requirement Elicitation Case Study in Taxation Domain
- Conclusion
- References
- Design of a Scalable Reasoning Engine for Distributed, Real-Time and Embedded Systems
- Introduction
- A Framework for QoS-enabled Reasoning Services
- Eliciting Requirements for Scalable and Real-Time Knowledge Dissemination
- Language and Reasoning Engine Mechanisms
- Dissemination of Knowledge in the KaRL Engine
- Quality-of-Service Mechanisms in KaRL
- Evaluating the KaRL Engine
- Knowledge Reasoning Latency
- Dissemination Latencies in KaRL
- Related Work
- Conclusions
- References
- Representing Belief Function Knowledge with Graphical Models
- Introduction
- Belief Function Theory
- Belief Networks: Conditionals for All Parents
- Belief Networks: Conditionals per Single Parent
- Definition
- Concepts of Extensions
- Computing Conditional Distributions on Merged Nodes
- Computing Joint Distribution Using Belief Chain Rule
- A New Deconditionalization Process
- Definition
- On the Computation of the Joint Distribution with the New Deconditionalization Process
- Belief Network with Bayesian bba
- Conclusion
- References
- Model of Intangible Production Network for Competence Development
- Introduction
- Evolution of the Intangible Production Concept
- Model of Intangible Production Network for Competence Development
- Interpretation of the Learning System for a Specific Knowledge Transfer in the Queuing Theory Nomenclature
- Conclusion
- References
- Using a Dependently-Typed Language for Expressing Ontologies
- Introduction
- Features of K-DTT
- Informal Introduction
- Individuals and Universals
- Abstraction Levels
- Dependent Types
- Type Inhabitation
- Using Subsumption
- Some Comparison Elements between DL and K-DTT
- Basic Constructs
- Improving Expressiveness
- Higher-Order Constructs
- Summary of Essential Features
- Conclusion
- References
- Dynamic Rank Correlation Computing for Financial Risk Analysis
- Introduction
- Volatility and Correlation
- Rank Correlation Computing
- Problem Formulation
- Key Observations
- Algorithm Description
- Incremental Computation
- One-Time Computing
- Experimental Results
- Dynamic Correlations
- Correlation Hierarchy
- Related Work
- Concluding Remarks
- References
- Competence-Based Management of Knowledge Workers in Project-Oriented Organizations
- Introduction
- Project Team Building in Project-Oriented Organizations
- Mathematical Models of Human Competence
- Competence-Based Project Members Selection
- The Set of Decision Alternatives
- Number and Type of Decision Criteria
- Decision Problematic
- Reduction of the Number of Decision Alternatives
- Multiple Criteria Decision Support Model for Project Team Variant Selection
- Competence Criteria
- Reliability and Confidence Criteria
- Conclusion
- References
- Empirical Discriminative Tensor Analysis for Crime Forecasting
- Introduction
- Problem Formulation and Data Representation
- Tensor Algebra
- Empirical Discriminative Tensor Analysis
- Discriminative Tensor Analysis
- Empirical Error Minimization
- Final Optimization
- Experiments
- Conclusion
- References
- Multi-Agent System for Semantic Web Service Composition
- Introduction
- Composition of Semantic Web Services
- Composition Methods
- System Specification
- Modeling the Composition System Using MaSE
- Capturing Goals
- Applying Use Cases
- Case Study: Multi-Agent System for Semantic Search
- Semantic Search Process
- Semantic Search Infrastructure
- Prototype System Architecture
- Conclusion and Future Works
- References
- A Probability Model for Related Entity Retrieval Using Relation Pattern
- Introduction
- Related Work
- Our Proposed Model
- Related Entity Retrieval Model
- Relation Pattern Learning
- Candidate Entities Extraction
- Estimate of Entity Relation Component
- Estimate of Entity Relevance Component
- Experiments
- Data Sets and Evaluation
- Experimental Results
- Conclusions
- References
- Fuzzy Target-Based Multi-feature Evaluation of Traditional Craft Products
- Introduction
- Fuzzy Target Based Decision Analysis
- A General Approach for Target-Based Multi-attribute Evaluation
- Kansei-Based Evaluation Problem
- A Consumer-Oriented Evaluation Model Using Kansei Data
- Generating Kansei Profiles
- Evaluation Function
- Rating Craft Patterns
- Applications
- References
- A New Over-Sampling Approach: Random-SMOTE for Learning from Imbalanced Data Sets
- Introduction
- Sampling Techniques for Learning from Imbalanced Data Sets
- A New Over-Sampling Approach: Random-SMOTE
- An Introduction to Random-SMOTE Approach
- The Description of Random-SMOTE Algorithm
- Experiments
- Data Sets
- Experimental Design
- Experimental Results
- Conclusion and Future Research
- References
- Formalising Knowledge-Intensive Nuclear Fuel Process Models Using Pattern Theory
- Introduction
- Fundamentals of Pattern Theory
- Elements of Pattern Theory
- Formalising the Nuclear Fuel Cycle Model (NFCM)
- g1 - Conversion 1 (pre-Conversion)
- g2 - Conversion 2 (post-Conversion)
- g3 - Gas Centrifuges
- Application of the Formalism: Acquisition Path Configuration and Analysis of Evolution
- Related Work
- Conclusion
- References
- Weight Factor Algorithms for Activity Recognition in Lattice-Based Sensor Fusion
- Introduction
- Revised Lattice Structure for Activity Recognition
- Lattice Structure Model for Activity Recognition
- Weight Factor Algorithms
- Belief Propagation
- Statistical Weight Factor Method
- Correlated Weight Factor Method
- Experiments, Results and Analysis
- Results Comparison and Analysis Based on the MIT Dataset
- Results Comparison and Analysis Based on the UoA Dataset
- Conclusion
- References
- On the Translation from Quantified Modal Logic into the Counterpart Theory Revisited
- Introduction
- The Preliminaries
- The Counterpart Theory
- The Quantified Modal Logic
- Lewis's Translation
- The Faithfulness of Lewis's Translation
- The Fullness of Lewis's Translation
- Conclusion
- References
- Image Stabilization Based on Harris Corners and Optical Flow
- Introduction
- Image Stabilization Algorithm
- Harris Corner Detection
- Lucas-Kanade Optical Flow Based on Gaussian Pyramid
- Affine Transformation[11]
- Experimental Results
- Summary
- References
- Short Papers
- Modes-Based-Analysis of Knowledge Transfer in the Organizations
- Introduction
- Modes of Knowledge Transfer
- Modes of Knowledge Transfer between Actors
- Organization Classification Based on Different Modes of Knowledge Transfer
- Model Description
- Knowledge Network Description
- Rules of Knowledge Transfer
- Parameter Settings and Simulation Steps
- Simulation and Results Analysis
- Evolution Analysis of Average Knowledge Store in Organizations
- Evolution Analysis of Knowledge Variance in Organizations
- Time Analysis of Achieving a Specific Average Knowledge Store
- Conclusion
- References
- A Meta-Model for Studying the Coevolution of Knowledge and Collaboration Networks
- Introduction
- Analysis of the GUSA Model
- A Meta-Model on Team-Based Collaboration Network
- A Java Class Library Based on the Proposed Meta-Model
- Conclusion
- References
- Imputing Missing Values for Mixed Numeric and Categorical Attributes Based on Incomplete Data Hierarchical Clustering
- Introduction
- Definition and Algorithm Steps
- Incomplete Set Mixed Feature Vector
- Additivity of Incomplete Set Mixed Feature Vector
- Imputation Related Definition
- Imputation Method Based on Incomplete Data Hierarchical Clustering
- Experimental Results
- Conclusions
- References
- A New Domain Adaptation Method Based on Rules Discovered from Cross-Domain Features
- Introduction
- Related Work
- Methodology
- Preliminaries
- A Motivating Example
- Pivot Feature Selection
- Rule Discovery
- Domain Adaptation by Rules
- Experiments and Discussions
- Tasks and Data Sets
- Benchmark Methods and Evaluation Metrics
- Experimental Results
- Discussions
- Conclusion and Future Work
- References
- Automatic Translation in Context-Aware Applications
- Introduction
- Context Modeling
- General Profiles
- Profile Model
- Conversion of Contexts
- Mod ()
- Automatic Generation of a Conversion
- Related Work
- Implementation
- Conclusions and Future Work
- References
- Proposal of Ontology for Resource Matchmaking Schema in Emergency Response Systems
- Introduction
- Ontology Design
- Methodology
- Formal Definition
- RMS_Ontology Demonstration
- Case Study: Emergency Response System of Highway Network under Severe Weather Conditions
- Background
- Resource Matchmaking Schema
- Design and Implementation of the Prototype System
- Conclusion
- References
- Constructing the Shortest ECOC for Fast Multi-classification
- Introduction
- The Shortest Encoding Strategy
- Standard ECOC
- The Shortest Encoding Strategy
- Finding the Optimal Permutation of Original Classes
- Experiments
- Experiments for the Vehicle Problem
- Experiments for the Segment Problem
- Experiment for the Letter Problem
- Conclusions
- References
- Author Index
