Web Information Systems and Mining

Name: Web Information Systems and Mining | International Conference, WISM 2011, Taiyuan, China, September 24-25, 2011, Proceedings, Part II
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International Conference, WISM 2011, Taiyuan, China, September 24-25, 2011, Proceedings, Part II

Zhiguo Gong Xiangfeng Luo Junjie Chen Jingsheng Lei Fu Lee Wang(Editor)

Springer (Publisher)

Published on 25. September 2011

XXI, 472 pages

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978-3-642-23982-3 (ISBN)

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Content

Title page
Preface
Organization
Table of Contents
Management Information Systems
Text Clustering Based on LSA-HGSOM
Introduction
The Theory of LSA
Term Matrix
Singular Value Decomposition
The Theory of GSOM
The Self-Organizing Map (SOM)
Text Clustering Method Based on LSA-GSOM
Conception of Text Clustering
Dimensionality Reduction
HGSOM Clustering
Experiments
Experiment 1
Experiment 2
Conclusions
References
Design Pattern Modeling and Implementation Based on MDA
Introduction
Related Work
The Design Pattern
MOF
QVT
The Meta-model of the Design Pattern
The Meta-Model of RoleOf Relationship
The Meta-model of the ExPattern Unit
The Meta-model of ExRole
The Meta-model of the Observer Pattern Unit
The Transformation Rule
Case Study
Modeling of PIM
The Transformation of PIM-PSM
Analysis of the Effect
Conclusion
References
End-to-End Resources Planning Based on Internet of Service
Introduction
The Development of Enterprise Information System
The Relevant Technology and Methodologies on Internet of Service
Service Computing and Service Science
Values-Aware Service Engineering Methodology
Service Network
Research on EERP
Service Issuance
Service Finding
Service Selection
Service Consulting
Service Assembling
Service Harmonizing
Process Simulation
Process Implementing
Process Optimization
Conclusion
References
A Comprehensive Reputation Computation Model Based on Fuzzy Regression Method of Cross-Domain Users
Introduction
Calculation Model
Analysis of Reputation in Single Domain
Comprehensive Reputation Computation Model of Cross-Domain
Experiments and Analysis
Calculation of Comprehensive Reputation and Verification of Reliability
Average Precision Analysis
Conclusions
References
A TV Commercial Detection System
Introduction
TV Commercial Detection System Architecture
Conclusion
References
Research and Implementation of Entropy-Based Model to Evaluation of the Investment Efficiency of Grid Enterprise
Introduction
Index System of Investment Efficiency on Power Grid
Evaluation Model Based on Entropy Weight Coefficients Method
The Implement of the Model
Application Designer Framework
Implement of Program Function
Conclusion
References
Passive Data Storage Based Housewares Store Management System
Introduction
System Description
Software Implementation
Conclusion
References
Mobile Computing
Multiple Solutions for Resonant Difference Equations
Introduction and Main Results
Preliminaries
Proofs of Main Results
References
The Application of the GPRS Network on the Design of Real-Time Monitor System for Water Pollution Resource
Introduction
Rule of Real Time Monitor System of Water Pollution Resources
Linear Programming Model of Real Time Monitor System
Methodology of GPRS Network
Monitor Centers of Water Pollution Resources
Hardware Device and Corresponding Function
Application Software of Monitor System
Conclusions
References
CuttingPlane: An Efficient Algorithm for Three-Dimensional Spatial Skyline Queries Based on Dynamic Scan Theory
Introduction
Related Work
Dynamic Scanning Cutting Plane Algorithm
Formal Problem Definition
Algorithm Description
Example Analysis
Experimental Analysis
Conclusion
References
Semantic Web and Ontologies
ROS: Run-Time Optimization of SPARQL Queries
Introduction
Preliminaries
Join Graphs
Index Structures
The ROS Algorithm
Experiments
Conclusion and Future Work
References
The Research and Implementation of Heterogeneous Data Integration under Ontology Mapping Mechanism
Introduction
The Design of System Architecture
The Core Module and Key Technology
Data Source Analyzing
Construct the Domain Ontology
Construct the Synonyms Lexicon
The Ontology Automatic Mapping Algorithm
Experiment
Experiment Environment
Experiment Results
Conclusion
References
Extracting Hyponymy Patterns in Tibetan Language to Enrich Minority Languages Knowledge Base
Introduction
Multilingual Knowledge Base
Extracting Hyponymy Patterns in Tibetan Language
Hyponymy Pattern Definition
The Hyponymy Patterns
Extracting Hyponymy Patterns
Related Work
Conclusion and Future Work
References
Web Content Mining
Discovering Atypical Property Values for Object Searches on the Web
Introduction
Related Work
Our Approach
Definition of Atypical Objects
Finding the Atypical Property Values of an Object from a Typical Property Value
Experiment
Concluding Remarks
References
An Indent Shape Based Approach for Web Lists Mining
Introduction
Related Work
Indent Shape Model
Indent Shape Based Approach
Experiment
Conclusion
References
Web Text Clustering with Dynamic Themes
Introduction
Related Work
System Design
Empirical Analysis
Conclusion and Future Research
References
Multi-aspect Blog Sentiment Analysis Based on LDA Topic Model and Hownet Lexicon
Introduction
The Process of Multi-aspect Blog Sentiment Analysis
Identify Blog Topic Based on LDA Model
Latent Dirichlet Allocation Model
Identify Topic Based on KL-Divergence
Sentiment Calculation Based on Hownet Lexicon
Introduction to Hownet Lexicon
Calculation Method for the Sentiment Polarity of Sentiment Word
Experiments and Evaluation
The Sentiment Orientation over the Blog Article Level
The Sentiment Orientation over Multi-aspect Blog Themes
Conclusions
References
Redundant Feature Elimination by Using Approximate Markov Blanket Based on Discriminative Contribution
Introduction
The Metric of Discriminative Contribution
The AMB-DISC Algorithm
Experimental Settings
Results and Discussions
Conclusions
References
Synchronization of Hyperchaotic Rossler System and Hyperchaotic Lorenz System with Different Structure
Introduction
Active Synchronization between Hyperchaotic Rossler System and Hyperchaotic Lorenz System
Adaptive Synchronization between Hyperchaotic Rossler System and Hyperchaotic Lorenz System
The First Method
The Second Method
Numerical Simulation
References
Research of Matrix Clustering Algorithm Based on Web User Access Pattern
Introduction
Web User Access Patterns
Algorithm Description
Web User Access Patterns Mining Algorithm
Steps of Algorithm
Experimental Results
Conclusion
References
Web Information Classification
Combining Link-Based and Content-Based Classification Method
Introduction
Data Representation of Link Mining
Obtaining of Link Information Model
Definition Graph
Definition Link Types
Feature of Links
Combining Link-Based and Content-Based Classification Method
Content Information
Link Information
The Use of the Data
Experiment and Result
Define Experimental Metrics
Experimental Results
Conclusions
References
Chinese Expert Entity Homepage Recognition Based on Co-EM
Introduction
Feature Extraction in Expert Homepage
Collection of Chinese Expert Entity Homepage
Characteristics of Chinese Expert Homepage
Feature Exaction of Chinese Expert Homepage
Chinese Expert Homepage Recognition Based on Co-EM
Modified Bayesian Model
Co-EM Algorithm
Chinese Expert Homepage Recognition based on the Co-EM
Experiment and Analysis
Conclusion
References
Semi-supervised K-Means Clustering by Optimizing Initial Cluster Centers
Introduction
Problem Description
Seed Set
Complete Seed Set and Incomplete Seed Set
Semi-supervised K-Means Clustering
Algorithms
CSK-Means
ISK-Means
Experiments
Results on UCI Data Sets
Results on Text Dataset
Conclusion
References
Fuzzy ID3 Algorithm Based on Generating Hartley Measure
Introduction
Generating Hartley Measure on Fuzzy Subsets
The Standardized Description of Fuzzy ID3 Algorithm
Generating Fuzzy ID3 Algorithm
Analysis and Comparison of Experimental Results
Conclusions
References
A Technique for Improving the Performance of Naive Bayes Text Classification
Introduction
The Naive Bayes Probability Model
Proposed Method for Improving Naive Bayes Text Classifier
Experimental Results and Analysis
Data and Evaluation Measure
Experimental Results and Discussion
Conclusion
References
Mapping Data Classification Based on Modified Fuzzy Statistical Analysis
Introduction
Basic Definitions
Mapping Data Classification Theory
Fuzzy Set Theory
The Method of Mapping Data Classification Based on Modified Fuzzy Statistical Analysis Selecting a Template
Problems Existed in the Traditional Mapping Data Classification
The Traditional Multivariate Statistical Analysis Models Used in Classification [3]
Proposed Model
Experiments
Conclusion
References
Web Clustering Using a Two-Layer Approach
Introduction
Related Theories of the Fuzzy and Rough
Data Pretreatment
Equivalent Dimension Treatment
Fuzzy Treatment
Web Access Patterns Clustering Based on LVQ Neural Network and Rough k-Means
Web Clustering Using LVQ Neural Network
Web Clustering Using Rough k-means Algorithm
An Experiment
Conclusion
References
An Improved KNN Algorithm for Vertical Search Engines
Introduction
KNN Categories Algorithm
Improved KNN Algorithm
Analysis of Improved KNN Algorithm
Application of Improved Algorithm in Vertical Search Engines
Conclusions
References
Web Information Extraction
Concluding Pattern of Web Page Based on String Pattern Matching
Introduction
Obtain Hierarchical Preorder Traversal String of DOM Tree
Repeated Structure Clustering
Consistent Trees and Similar Trees
Clustering Algorithm
Concluding Pattern
Maximal Pattern Fusion
Experiment
Related Work
Conclusion
References
A Rapid Method to Extract Multiword Expressions with Statistic Measures and Linguistic Rules
Introduction
Related Works
Data Resources
Extracting MWEs in the Multi-Feature Frame
Experiment and Result
Identification of Seed Words in Special Domain
Extraction of Candidate Strings
Filtering from Statistical Perspective
Methodology to Judge the Internal Integration
Methodology to Judge the External Boundary
Filtering from Linguistic Perspective
Results and Analysis
Conclusion and Future Works
References
Mining Popular Menu Items of a Restaurant from Web Reviews
Introduction
Related Works
Collecting the Online Restaurant Reviews
Menu Item Selection and Extraction
Popular Menu Item Selection
Experiment
Experiment Data
Performance Evaluation
Conclusion
References
News Information Extraction Based on Adaptive Weighting Using Unsupervised Bayesian Algorithm
Introduction
Related Works
Unsupervised Bayesian Method with Adaptive Weighting Factor
Unsupervised Bayesian Algorithm
Algorithm with Adaptive Weighting Factor
Preprocessing and Initialization
Experiments and Analysis
Conclusions
References
Web Intelligence
Infectious Communities Forging Using Information Diffusion Model in Social Network Mining
Introduction
Related Work
Diffusion Network
Community Structure Detection
Problem Formulation
Methodology
Infection Accounting
Diffusion Proportion
Boundary Growth Algorithm
Evaluation
Setup
Result
Conclusion
References
Extracting Dimensions for OLAP on Multidimensional Text Databases
Introduction
Related Work
System Overview
Extraction of Dimension and Member
Concept of Additional Dimension
A Semi-Supervised Extracting Algorithm
Seed Generation
Dimension and Member Extraction
Find Links between Dimensions and Members
Generate Additional Dimension
Measure Calculation
Experiments
Extraction Algorithm Evaluation
Measure Calculating Time
Case Study
Conclusion
References
A Conceptual Framework for Efficient Web Crawling in Virtual Integration Contexts
Related Work
Crawling Techniques
Analysis
Conceptual Framework
Keyword Manager
Form Analyser
Link Extractor
Link Prototyping
Prototype Analyser
Conclusions
References
Web Trace Duplication Detection Based on Context
Introduction
Related Work
Entity Trace Duplication Detection
Definition and Notation
Block
Comparison Vector
Cluster
Train the SVM
Experiment
Section A
Section B
Conclusion
References
A Framework for Incremental Deep Web Crawler Based on URL Classification
Introduction
Related Work
The Architecture of an Incremental Deep Web Crawler
Deep Web Crawler Module
Query Form Extractors
The Calculator of Change Frequency of List Page
URL Extractor
The Calculator of Change Frequency of Leaf Page
Leaf URL Buffer
Performance Evaluation
Conclude
References
Query Classification Based on Index Association Rule Expansion
Introduction
Query Classification Model Based on Indexes
Index Terms Classification Based on Similarity Voting
Index Term Classification
Voting Based on Similarity
Index Term Expansion Based on Association Support
Experiment and Evaluation
Conclusion
References
A Link Analysis Model Based on Online Social Networks
Introduction
Networks Derived from BBS
Statistical Analyses of the Four BBS Networks
A New Model
Conclusions and Discussion
References
Research on Information Measurement at Semantic Level
Introduction
Vector Space Modelling
Semantic Information Measure
Thematic Membership Degree
Evaluation
Conclusions and Future Work
References
A New Similarity Measure Based Robust Possibilistic C-Means Clustering Algorithm
Introduction
Objective Function of AM-PCM Algorithm
Proposed RPCM Algorithms
Experimental Examples
Conclusion
References
DOM Semantic Expansion-Based Extraction of Topical Information from Web Pages
Introduction
Related Research
Algorithm Described
Basic Definition
Algorithm Review
Fuzzy Classification Algorithm
DOM Tree Expand Algorithm
Experimental Results and Analysis
Epilogue
References
Web Interfaces and Applications
A Domain Specific Language for Interactive Enterprise Application Development
Introduction
WL4EA
Technical and Platform Architecture
Metamodel
Data (Entity) Model
UI Model
Business Logic Model
Implementation
Related Work
Conclusion
References
Scalable Application Description Language to Support IPTV Client Device Independence Based on MPEG-21
Introduction
Scalable Application Description Language
DCConditions
StackEntryType
Operator Types
DCFunction Types
Conclusion
References
Redundant Feature Elimination by Using Approximate Markov Blanket Based on Discriminative Contribution
Introduction
The Metric of Discriminative Contribution
The AMB-DISC Algorithm
Experimental Settings
Results and Discussions
Conclusions
A Study on Using Two-Phase Conditional Random Fields for Query Interface Segmentation
Introduction
Related Works
Conditional Random Fields
Query Interface Analysis
Query Interface Segmentation Using Two-phase CRFs
First Phase of Our Two-Phase Approach
Second Phase of our Two-Phase Approach
Experiments and Results
Datasets
Discussion on Experimental Results
Conclusions
References
Key Techniques Research on Water Resources Scientific Data Sharing Platform
Introduction
The Status of WSDSP
System Structure of WSDSP
Detailed Designs of Key Techniques
Metadata Directory Service
Single Sing-On
Web Services Based SOA
Distributed Metadata Synchronization
Conclusion
References
ExpertRec: A Collaborative Web Search Engine
Introduction
SystemOverview
Architecture
ExpertRec Toolbar
Back-end Server
Core Techniques
CWS Environment and Search Results Extraction
Search Histories Representation
Search Case Retrieval
Identifying Search Expertise
expScore
Re-ranking
Evaluation
Related Work
Conclusions
References
Web Services and E-Learning
A QoS Evaluation Method for Personalized Service Requests
Introduction
Motivation
A QoS Evaluation Method for Personalized Service Requests
Service Request Model
User-centric Collaborative Filtering
Computing QoS Prediction
Performance Analysis and Optimization
Effectiveness Analysis
Efficiency Analysis and Optimization
Related Work
Conclusion
References
Virtual Personalized Learning Environment (VPLE) on the Cloud
Introduction
E-Learning Environment
Virtual Learning Environment (VLE)
Personal Learning Environment (PLE)
Network Learning Environment (NLE)
Overview of Cloud Computing
Virtualized Personalized Learning Environment (VPLE)
Architecture of VPLE
Service Model of VPLE
Implementation and Evaluation of Performance
Conclusion
References
$MTrust-S$: A Multi-model Based Prototype System of Trust Management for Web Services
Introduction
Related Work
Service Trust Representation and Evaluating Models
Definitions for Service Trust
Representation of Service Trust
Service Trust Models
Prototype System and Performance Simulation
Prototype System
Performance Simulation
Conclusion
References
Web Application Security Based on Trusted Network Connection
Introduction
TNC Architecture
Security Analysis of Web Application
Web Security Model Based on TNC
Implementation Plan
Conclusions
References
Model Checking for Asynchronous Web Service Composition Based on XYZ/ADL
Introduction
Web Service Composition Based on XYZ/ADL
XYZ/E
XYZ/ADL and XYZ/RE
Asynchronous Communication of Web Services
Analysis of Asynchronous Communication
Timed Asynchronous Communication Model
Model Checking of Asynchronous Web Service Composition
Case Analysis
Conclusion
References
Specification and Verification of Data and Time in Web Service Composition
Introduction
Related Work
Data and Time Aware Service Model
Model Checking of Web Service Compositions
From BPEL to DTSM
From DTSM TO UPPAAL Specification
Case Study
Conclusion
References
Development of LMS/LCMS (Contents Link Module) Real-Time Interactive in Videos for Maximizing the Effect of Learning
Introduction
Trends and Prospects of e-Learning
System Proposal and Design
System Proposal
System Design
System Implementation and Functions
System Implementation
Various Real-time and Interactive Elements of the Implemented System
Conclusion
References
XML and Semi-structured Data
Converting XML Schema Data to Object-Relational Data with DOM
Introduction
Related Works
Schema-Driven Mapping
Mapping XML Schema to Object-Relational Pattern
Mapping Rules
DOM-Chart Model
Mapping Algorithm
Convert Concept Pattern to Physical Pattern
Store the XML document to ORDB
Experiment
Experiment Route and Data
Experiment Result and Statistics
Conclusion
References
XML Query Algorithm Based on Matching Pretreatment Optimization
Introduction
Basic Conception and Matcher Models
XML Trees
Tree Matcher Models
Xml Query Based on Matching Pretreatment
Matching Pretreatment
Matching Pretreatment
Calculation of Matching Degree
Experiments and the Analysis of Results
Conclusions
References
Author Index

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Web Information Systems and Mining

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