Computational Intelligence and Intelligent Systems 6th International Symposium, ISICA 2012, Wuhan, China, October 27-28, 2012. Proceedings

• Main Authors: Li, Zhenhua, Li, Xiang, Liu, Yong, Cai, Zhihua
• Format: eBook
• Language: English
• Published: Netherlands Springer Nature 2012; Springer Berlin / Heidelberg; Springer
• Edition: 1
• Series: Communications in Computer and Information Science
• Subjects: Artificial intelligence; Computational intelligence; Congresses; Data processing Computer science; Evolutionary computation
• ISBN: 3642342892; 9783642342899; 3642342884; 9783642342882

This book constitutes the refereed proceedings of the 6th International Symposium on Intelligence Computation and Applications, ISICA 2012, held in Wuhan, China, in October 2012. The 72 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers are organ...

Table of Contents:

• Title -- Preface -- Organization -- Table of Contents -- Section I: Artificial Life, Adaptive Behavior, Agents,and Ant Colony Optimization -- Dynamic Weapon Target Assignment MethodBased on Artificial Fish Swarm Algorithm -- Introduction -- Problem Formulation -- Resolving Based on Artificial Fish Swarm Algorithm -- Designing for AFSA -- Procedure of DWTA Method -- Computational Experiments -- Conclusion -- References -- An Agent-Based Model for Simulating Human-Like Crowd in Dense Places -- Introduction -- Related Work -- Overview of Agent-Based Model -- Model Design -- Goal Selection -- Leader Selection and Following -- Leading -- Density Avoidance -- Case Study -- Scenario Description -- Agent Input -- Simulation Results -- Performance Evaluation -- Conclusion -- References -- A Novel Heuristic Filter Based on Ant Colony Optimization for Non-linear Systems State Estimation -- Introduction -- Problem Formulation -- Continuous Ant Colony Filter -- General Setting Out of the Algorithm -- Initialization -- Propagation and Measurement Update -- Compute Cost Function -- Update Pheromone Distribution -- Movement of the Ants -- Stopping Condition -- States Estimation -- Results and Discussion -- Conclusion -- References -- Section II: Combinatorial and NumericalOptimization -- New Proofs for Several Combinatorial Identities -- Gould-Hsu Inversions and 4F3-series Identities -- The First 4F3-series Identity -- The Second 4F3-series Identity -- The Third 4F3-series Identity -- The Fourth 4F3-series Identity -- Two Extensions of q-Chu-Vandermonde Identity -- The First Extension of q-Chu-Vandermonde Identity -- The Second Extension of q-Chu-Vandermonde Identity -- Two Formulae on Stirling Numbers of the Second Kind -- The First Formula on Stirling Numbers of the Second Kind -- The Second Formula on Stirling Numbers of the Second Kind -- References
• Dynamic Pruning of FP-Tree -- Concurrent Mining of Frequent Itemsets -- Performance Evaluation -- Test Environment and Datasets -- The Runtime -- Scalability -- Conclusions -- References -- MapReduce-Based Bayesian Automatic Text Classifier Used in Digital Library -- Introduction -- Background Knowledge -- Digital Library -- Mapreduce Used in Data Processing -- Mapreduce-Based Bayesian Text Classifier -- Improved Naive Bayesian Algorithm -- Mapreduce-Based Bayesian Model -- Conclusion -- References -- On Dependences among Objects and Attributes -- Introduction -- Background -- Rough Sets -- Learning Objects -- Formal Concept Analysis Approach -- Rough Set Theory Approach -- Conclusion -- References -- An Improved Bayesian Inference Method for Data-Intensive Computing -- Introduction -- Data-Intensive Computing and Bayesian Inference -- Bayesian Inference Method under Data-Intensive Computing -- Description of the BIMDIC -- Validity of the BIMDIC -- Experimentation and Analysis -- Experimentation -- Analysis -- Conclusion -- References -- Preferences Predictions of Learning Objects Supported by Collaborative Recommendations -- Introduction -- Preliminaries -- The Model -- Discussions -- Conclusion and Future Work -- References -- A Method of Face Detection Based on Skin Color Model in Fixed Scene -- Introduction -- The Basic Steps of the Algorithm -- Extracting Moving Target (person) from the Video Images -- Face Detection Based on YCbCr Color Space -- Experimental Results -- Conclusion -- References -- Parallel Remote Sensing Image Processing: Taking Image Classification as an Example -- Introduction -- Methods -- Fundamental Framework-MPI -- Image Processing-GDAL -- Image Classification-OpenCV -- System Design -- Overview of System Structure -- System Communication Flow -- Computing End Design -- Experiments and Results -- Hardware Environment
• Structure A Judgment Matrix
• Velocity Evaluation -- Case Study -- Conclusion -- References -- Personalized Friend Recommendation in Social Network Based on Clustering Method -- Introduction -- The Introduction of Recommendation Method -- Content-Based Recommendation -- Recommendation Based on Collaborative Filtering -- Friend Recommendation System -- System Framework Design -- User Information Collecting and Modeling -- User Clustering -- Friend Recommendation -- Results -- Related Works -- References -- Section IV: Data Mining -- The Research of Intrusion Detection Based on Mixed Clustering Algorithm -- Introduction -- Prepare Knowledge -- Interval-Scaled Varibles -- Binary Variables -- Categorical Variables -- Ordinal Variables -- Ratio-Scaled Variables -- Variables of Mixed Types -- KDDcup99 Data Set -- K-Means Algorithm -- Feature Selsection Based on Binary Particle Swarm Optimization(BPSO) and Overlap Information Entropy(OIE) -- BOSP&amp -- OIE -- Feature Selection Method Description -- Feature Selection of KDD99 Data Sets -- K-Means Algorithm Based on Dissimilarity Matrix -- Experiential Results -- Experiential 1 -- Experimental 2 -- Conclusion -- References -- Applying Support Vector Machine to Time Series Prediction in Oracle -- Introduction -- Landslide Displacement Time Series -- Two Methods of Time Series Prediction ODM Provided -- FORECAST Command of the Oracle OLAP Option -- Oracle Data Mining Option (ODM) -- Establishing the Time Series Prediction Model -- Lagged Value of the Time Series -- Transforming the Time Series Data -- Selecting Lagged Attributes -- Establishing the SVM Prediction Model -- Landslide Displacement Prediction Based on the SVM Regression Model -- Comparison and Analysis -- References -- Dynamic FP-Tree Pruning for Concurrent Frequent Itemsets Mining -- Introduction -- Problem Statement -- Frequent Itemset -- FP-Tree and FP-Growth
• Software Environment -- Results -- Discussion -- Conclusion -- References -- CNAR-M: A Model for Mining Critical Negative Association Rules -- Introduction -- Related Work -- Preliminaries -- Definition -- Proposed Method -- Model Overview -- Pseudo-Code Development -- Experimental Test -- Conclusion -- References -- MT2Way: A Novel Strategy for Pair-Wise Test Data Generation -- Introduction -- Related Work -- Proposed MT2Way Algorithm -- Pair Generation -- Tuple Generation -- Test Case Construction -- Complete Flow Chart -- Software Development -- Results and Discussion -- Conclusion and Further Work -- References -- MaxD K-Means: A Clustering Algorithm for Auto-generation of Centroids and Distance of Data Points in Clusters -- Introduction -- Related Works -- Max D-Kmeans Algorithm -- Result and Discussion -- Performance on Synthetic Dataset[15] -- Conclusion -- References -- Real-Time and Automatic Vehicle Type Recognition System Design and Its Application -- Introduction -- System Architecture -- Detailed System Design -- Reading Video Capture Card and Decomposing Video into Frames -- Moving Vehicle Detection Algorithm -- Module of Vehicle Image Processing -- Module of Vehicle Type Recognition -- System Test -- Test on Non-motor Vehicle -- System Test on Cars Fleet -- System Test on Night -- Conclusion -- References -- Section V: Evolutionary Multi-objective and Dynamic Optimization -- Comparison of Three Multi-objective Optimization Algorithms for Hydrological Model -- Introduction -- Multi-objective Optimization Algorithms -- Case Study -- Model and Materials -- Study Area -- Results and Discussions -- Conclusion -- References -- The Application Study of Dynamic Pricing Decision System Based on Multi-objective Optimization -- Introduction -- Dynamic Pricing Model -- The Hierarchical Structure of Sulfur Pricing Decision
• Construction of Standard College Tuition Model and Optimization -- Introduction -- Model Establishment -- Model Analysis -- Model Establishment -- Based on Improved Particle Swarm Optimization Algorithm -- Particle Swarm Optimization -- PSO Based on the Penalty Factor -- Summary -- References -- Research and Realization of N-Queens Problem Based on the Logic Language Prolog -- Introduction -- Main Characteristics of Prolog -- Statements without Specific Operating Sequence and Control Flow -- Data Management -- List Recursion and Arithmetic -- Cutting -- Key Technology for Realization 8-Queen -- Optimization of 8-Queen Realization Technology with Prolog -- One Kind of Optimized Algorithm -- Another Kind of Optimization Algorithm -- Conclusion and Prospect -- References -- Section III: Communications and Computer Networks -- Enterprise Information Management Based on Cloud Platform -- Introduction -- Cloud Computing -- Cloud Platform Framework -- Cloud Platform Technology Framework -- Physical Structure of Cloud Platform -- The Basic Principle of the Cloud Data Management System(CDMS) -- BigTable Theory -- HBase Theory -- Sector/Sphere Theory -- Platform Functionality -- Encoding Rules and the Network Set Up -- Conclusion -- References -- uDisC: An Ultra-Lightweight and Distributed Scheme for Defending against Data Loss Attack in RFID Networks -- Introduction -- Problem Formulation -- Network Model -- Attack Model -- Security Definition and Design Goal -- Proposed Schemes - uDisC -- A Basic General Model -- State Transition Diagram -- Optimal In-Networking Detection Algorithms -- Related Work -- Conclusions -- References -- A Motion Planning Framework for Simulating Virtual Crowds -- Introduction -- Related Work -- Overview of Motion Planning Model -- Coolision Detection -- Collision Avoidance -- Validate Velocity Set and Velocity Sampling