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Note: Title -- Preface -- Organization -- Table of Contents -- Section 1: Machine Learning Methods -- Automatic Detailed Localization of Facial Features -- Introduction -- Face Detection and Region Detection -- Eye Feature Extraction -- Lip Contour Extraction -- Nose and Chin Boundary -- Nose Boundary Detection -- Chin Boundary Detection -- Results and Validation -- Conclusion -- References -- Confidence-Based Incremental Classification for Objects with Limited Attributes in Vertical Search -- Introduction -- Related Work -- Crawling the Products -- Product Classification -- Method I: Classification with Naïve Bayes -- Method II: Incremental Extension of Training Set -- Method III: Including Product Ordering -- Experimental Results -- Conclusion -- References -- Algorithms for Detecting Outliers via Clustering and Ranks -- Introduction -- Notation and Definitions -- Notation -- Definitions -- Weighted RBDA and Other Improvements -- Weighted RBDA (RADA) -- Outlier Detection Using Modified-Ranks (ODMR) -- Outlier Detection Using Modified-Ranks with Distance (ODMRD) -- Experiments -- Datasets -- Performance Measures -- Results -- Conclusion -- References -- Grouping Co-occurrence Filtering Based on Bayesian Filtering -- Introduction -- Related Works -- Paul Graham Filtering -- Gray Robinson Filtering -- Co-occurrence Filtering -- Databases -- Gathering Datasets -- Creating Databases -- Grouping Co-occurrence Filtering -- Experiments -- Conclusion -- References -- Model Fusion-Based Batch Learning with Application to Oil Spills Detection -- Introduction -- Batch Learning and Related Work -- Model Fusion-Based Framework -- Experiments and Results -- The Application Domain -- Experiments and Results -- Discussions and Future Work -- Conclusions -- References -- Efficient Determination of Binary Non-negative Vector Neighbors with Regard to Cosine Similarity. , Introduction -- Basic Notions and Properties -- Triangle Inequality as a Means for Efficient Determining of Neighborhoods Based on Distance Metrics -- The Cosine Similarity versus the Tanimoto Distance -- Bounds on Lengths of Binary Non-negative Cosine Similar Vectors -- The Tanimoto Distance and Lengths of Vectors as a Means to Restrict a Set of Candidates for Members of Cosine Similarity Neighborhoods of Binary Non-negative Vectors -- Conclusions -- References -- Automatic Chord Recognition Based on Probabilistic Integration of Acoustic Features, Bass Sounds, and Chord Transition -- Introduction -- Chord Recognition Using Bass Pitch Estimation -- Chords and Bass Pitch -- Issues -- Approaches -- Chord Recognition System -- Formalization -- Posterior Probability -- Experimental Evaluation -- Conclusion -- References -- Section 2: Cyber-Physical System for Intelligent Transportation Applications -- A Real-Time Transportation Prediction System -- Introduction -- Infrastructure -- Sensor Function -- Data Collection Strategy -- DataFusion -- Data Preprocessing -- Data Fusion -- PredictionModel -- Modeling -- Real-Time Predicting -- Travel-Time Estimation -- Visualization -- Algorithms -- Visualization -- Conclusions -- References -- Several Remarks on Mining Frequent Trajectories in Graphs -- Introduction -- Trajectories in Directed Graphs -- Support for Edge Sets -- A Simple Algorithm for Support Computation -- The Path Tree of a Graph -- Conclusion and Further Work -- References -- Cyber-Physical Integration to Connect Vehicles for Transformed Transportation Safety and Efficiency -- Introduction -- Enable Real-Time and Reliable Vehicle Communication -- Mine Traffic Data for Dynamic Vehicle Routing -- Coordination by Traffic Flow Optimization -- Conclusions -- References. , Multi-modal Remote Sensing System for Transportation Infrastructure Inspection and Monitoring -- Condition Assessment of Aging Civil Infrastructure -- Nondestructive Evaluation/Testing for Highway -- Bridges -- Technical Approach of MRSS -- Continuous Wave Imaging Radar -- Digital Image Correlation Sensor -- Fiber Optic Sensors -- Summary -- References -- Section 3: AI Applications -- Operational Support in Fish Farming through Case-Based Reasoning -- Introduction -- Background -- CBR for Decision Support in Fish Farming -- Case Domain: Grading Operations -- The Case Base -- Case Retrieval -- Results -- Discussion and Future Work -- References -- CPMD: A Matlab Toolbox for Change Point and Constrained Motif Discovery -- Introduction -- CPMDDesign -- CPDRoutines -- CMDRoutines -- Supporting Routines -- Use Case and Real-World Applications -- Conclusion -- References -- Time Invariant Gesture Recognition by Modelling Body Posture Space -- Introduction -- Proposed Methodology -- Shape Representation Using HOG -- Computation of Reduced Posture Space Using PCA -- Modelling of Mapping from HOG Space to Posture Space Using GRNN -- Experiments and Results -- Weizmann Action Dataset -- Cambridge Hand Gesture Dataset -- Conclusions and Future Work -- References -- Go beyond the SCOPE: A Temporal Situation Calculus-Based Software Tool for Time Petri Nets -- Introduction -- Preliminaries -- Situation Calculus and GOLOG -- Time Petri Nets -- Go beyond the SCOPE -- Temporal SCOPE -- A SCOPE-Based GOLOG Program -- Implementation through Theorem-Proving -- Summary -- References -- An Algorithm of Channel Assignment of MAC Layer in Ad Hoc Network Based on Dynamic Game with Perfect and Complete Information -- Introduction -- Game Theory -- Nash Equilibrium -- Dynamic Game with Perfect and Complete Information -- The DGPCI-DCA Protocol -- Protocol Overview. , Algorithm Description -- Algorithm Procedures -- Data Structure of the Algorithm -- Instance Analyses -- Protocol Simulations -- Simulation Scenarios -- Results and Analyses of the Simulations -- Conclusions -- References -- A Semantic Approach for Question Analysis -- Introduction -- Related Works -- Question Analysis in Question Answering Systems -- FrameScript Scripting Language -- Our Question Answering System Architecture -- Using FrameScript Language for Question Analysis -- Intermediate Representation of an Input Question -- Preprocessing Module -- Syntactic Analysis Module -- Semantic Analysis Module -- Experiments -- Conclusion -- References -- Section 4: Evolutionary Algorithms, Combinatorial Optimization -- Solving Periodic Event Scheduling Problems with SAT -- Introduction -- Notations and Preliminaries -- Satisfiability Problem -- Periodic Event Scheduling Problem -- EncodingPESPasSAT -- Results -- Conclusion -- References -- Improving the Performance of Constructive Multi-Start Search Using Record-Keeping -- Introduction -- Background and Literature Review -- Constructive Multi-Start Search Algorithms (CMSSAs) -- Search Space Redundancy -- Construction Algorithms -- Record Keeping in Heuristic Search -- Record Keeping Mechanisms -- Experiments and Results -- Experiment 1: Fixed Number of Restarts -- Experiment 2: Fixed Number of Steps -- Conclusions -- References -- A Modified Particle Swarm Optimizer for Engineering Design -- Introduction -- Particle Swarm Optimization -- The Proposed MOPSO Methodology -- A Modified Crowding Factor -- Enhanced Local Search -- Design of an I-beam -- Design of a Two-Bar Truss -- Conclusions -- References -- Homogeneous RF Coil Design Using a GA -- Introduction -- Birdcage Coils -- Experiment Setup -- Preliminary Experiment Results -- References. , A Comparative Study of Content Statistics of Coding Regions in an Evolutionary Computation Framework for Gene Prediction -- Introduction -- Content Statistics -- Evolutionary Gene Recognition Framework -- Relationship among Features and Fitness Function -- Evaluation Measures -- Experimental Setup and Results -- Conclusions -- References -- Enhancing Point Clouds Accuracy of Small Baseline Images Based on Convex Optimization -- Introduction -- Rotation Registration -- Camera Model Introduction -- Features Extraction and Matching -- Pair-Wise Camera Motion Constraint -- Global Camera Rotation Estimation -- Point Clouds Triangulation -- Problem Formulation -- Bisection Based Quasiconvex Optimization Solver -- Experiments -- Conclusions -- References -- Subset Quadratic Assignment Problem -- Introduction -- Preliminaries -- Complexity Analysis of SQAP -- Conclusions and Future Work -- References -- Section 5: Modeling and Support of Cognitive and Affective Human Processes -- Forward or Ignore: User Behavior Analysis and Prediction on Microblogging -- Introduction -- Related Work -- Data Acquisition -- User Behavior Analysis -- The User's Authority -- User's Activity -- User's Preference -- User's Social Relations -- User Behavior Prediction -- Method Introduction -- Experiment and Result -- Conclusions and Further Work -- References -- Compositionality of Team Mental Models in Relation to Sharedness and Team Performance -- Introduction -- Team Mental Models -- Components of Team Mental Models -- Compositional Structures and Relevance -- The Experimental Set Up -- Results of the Pilot Experiment -- Measuring Sharedness of Compositional Models -- Conclusions and Future Work -- References -- Section 6: Data Mining and Computational Intelligence for Digital Forensics and InformationAssurance -- Feature Selection for Improved Phishing Detection. , Introduction.

Note: Title -- Preface -- Contents -- Applied Intelligence -- A Non-Contact Health Monitoring System Based on the Internet of Things and Evidential Reasoning -- Introduction -- The Non-Contact Health Monitoring System (NCHMS) -- The Development of Proposed Model -- Conclusion -- References -- Real-Time Alarm Management System for Emergency Situations -- Introduction -- Related Work -- MAS for Alarm Management System -- MAS Architecture -- Ontology -- Stored Procedures -- Case Study -- Conclusions -- References -- Adaptive Pitch Control for Robot Thereminist Using Unscented Kalman Filter -- Introduction -- Static Pitch Control for Robot Thereminist -- Adaptive Pitch Control Using Unscented Kalman Filter -- Experiments -- Evaluation Using Simulation -- Evaluation Using a Robot -- Conclusion -- References -- Cognitive Computing and Affective Computing -- An Adaptive Agent Model for the Emergence of Recurring Dream Scripts Based on Hebbian Learning -- Introduction -- The Adaptive Agent Model for Recurring Dream Scripts -- Simulation Results -- Discussion -- References -- Application of Things: A Step beyond Web of Things -- Introduction -- Motivation -- Contributions of This Work -- Paper Structure -- Scenario -- Internet of Things Requirements -- Overall Process -- Services -- Off-Line Services -- On-Line Services -- Interaction Methods -- Conclusions -- References -- A Conversation Model Enabling Intelligent Agents to Give Emotional Support -- Introduction -- Background -- Conversation Model -- Robin, the Comforting Agent -- Emotion Input -- Emotion Output -- Conclusion -- References -- Rationality for Temporal Discounting, Memory Traces and Hebbian Learning -- Introduction -- The Basic Agent Model Used -- The Three Adaptation Models -- Discussion -- References -- Negotiation Game for Improving Decision Making in Self-managing Teams -- Introduction. , Related Work -- Game Design -- Conclusion -- References -- Data Mining and Intelligent Systems -- ProteinNET: A Protein Interaction Network Integration System -- Introduction -- System Architecture -- The Integration Module -- The Visualization Module -- Protein Interaction Network De-noising -- Topology Based Noise Reduction Methods -- Evaluation of Noise Reduction Methods -- The Noise Reduction Module -- Conclusions -- References -- A Parameter Matrix Based Approach to Computing Minimal Hitting Sets -- Introduction -- Preliminaries -- M-MHS Algorithmic Approach -- De-parameterized Way -- Parameterized Way -- Prune Rules -- Example -- Experimental Results -- De-parameterized Emulation -- Parameterized Emulation -- Conclusion -- References -- A Scalable Feature Selection Method to Improve the Analysis of Microarrays -- Introduction -- A Scalable Evolutionary Feature Selection Method -- Experimental Results -- Conclusions and Future Work -- References -- A Methodology for Supporting Lean Healthcare -- Introduction -- Case Study: A Healthcare Service in the South of Italy -- Structural and Instrumental Organization of the Vaccination Centers -- Application of Value Stream Mapping to Vaccination Services -- Current State -- Future State Map -- Conclusion -- References -- Decision Support Systems -- Rationality for Adaptive Collective Decision Making Based on Emotion-Related Valuing and Contagion -- Introduction -- The Basic Model for the Agents and Their Contagion -- Decision Making Based on Emotion-Related Valuing -- The Role of Contagion in a Collective Decision -- An Adaptation Model by Hebbian Learning -- Discussion -- References -- A Model of Team Decision Making Using Situation Awareness -- Introduction -- Multi-Agent System -- Results -- Discussion -- References. , Subject-Oriented Science Intelligent System on Physical Chemistry of Radical Reactions -- Introduction -- Subject-Oriented Science Intelligence System in Physical Chemistry of Radical Reactions -- Knowledge Warehouse -- Production of New Knowledge -- Conclusions -- References -- An Innovative Contribution to Health Technology Assessment -- Introduction -- Literature Review -- Problem Solution -- Conclusions -- References -- Machine Learning -- Bloom's Taxonomy-Based Classification for Item Bank Questions Using Support Vector Machines -- Introduction -- Related Works -- SVMs for Item Question Classification -- Item Question Representation -- SVMs Classifiers Evaluation -- Experimental Results -- SVMs Performance and Term Frequency -- SVMs Performance and Stopwords Removal -- Conclusion -- References -- Analyzing Question Attractiveness in Community Question Answering -- Introduction -- Factors Analysis in Community Question Answering -- Collections -- Question Length -- Reward Points -- Impact of Existent Answers -- Post Time of Questions -- Attractive Questions Prediction -- Methodology -- Experimental Setting and Result -- Conclusions -- References -- An Improvement for Naive Bayes Text Classification Applied to Online Imbalanced Crowdsourced Corpuses -- Introduction -- Research Background -- System and Algorithm -- Evaluation -- Validation Experiments -- Conclusion and Future Work -- References -- Natural Language Processing -- Intelligent Web-Based Natural Language Dialogue Planning for Web Information Filtering -- Motivation -- Dialogue Planning -- A CRF-Based Dialogue Planner -- Results -- Conclusions -- References -- Enhancing Text Classifiers to Identify Disease Aspect Information -- Introduction -- Related Work -- IDAI -- A Case Study on Chinese Texts of Disease Aspects -- Conclusion and Future Work -- References. , Text Clustering on Oral Conversation Corpus -- Introduction -- Context and Oral Conversation Corpus -- Text Clustering and Distance Measurement in Clustering Algorithm -- Experimental Analyses -- Conclusion -- References -- A Semantic Relevancy Measure Algorithm of Chinese Sentences -- Introduction -- Related Work -- Sentence Relevancy Calculation -- Dependency Tree Pruning Rules -- Keywords Extraction Rule -- Experiments -- Conclusions -- References -- Author Index.