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  • 11
    Keywords: Intelligent control systems -- Congresses. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (754 pages)
    Edition: 1st ed.
    ISBN: 9783642256585
    Series Statement: Advances in Intelligent and Soft Computing Series ; v.124
    DDC: 006.3
    Language: English
    Note: Intro -- Title -- Preface -- Organizing Committee -- Contents -- Invited Talks -- User-Centric Models of Temporal and Spatiotemporal Data: A Perspective of Granular Computing -- Intelligent Social Network Modeling -- What Is Your Software Worth? -- Personalized Recommender Systems for e-Government and e-Business Intelligence -- Part I: Social Computing, Mobileand Service Computing -- Defense and Compensation Status and Insurance Requirement of Major Natural Disasters in Hebei Province -- Based on Investigation of 262 Urban and Rural Residents -- Introduction -- Data Sources and Research Methods -- Data Sources -- Research Methods -- Major Natural Disasters in Hebei Province of Defense and Compensation the Status Quo -- Urban and Rural Residents in Hebei Province Major Natural Disaster Insurance Requirements Analysis -- Urban and Rural Residents in Hebei Province of Major Natural Disaster's Insurance Needs Intend to Analysis -- Urban and Rural Residents in Hebei Province Major Natural Disaster Insurance Needs Analysis of Influence Factors of Will -- Countermeasures -- References -- Design and Analysis of Credit Network over DHT File-Sharing Network -- Introduction -- Credit and Credit Network -- System Model -- The Process of Join -- Credit Update -- Route Algorithm in CN -- Incentvie Compatibility of Credit Game -- Simulations -- Summary -- References -- Research and Realization on the Community Health Care System Based on Wireless Sensor Network -- Introduction -- Overall Design and Hardware Implementation of Wireless Sensor Node -- System Framework -- Hardware Implementation of Wireless Sensor Node -- Parts Design -- Topology of the Health Care System -- Analysis and Implementation of Routing Protocol -- Overall Implementation of Wireless Sensor Nodes Program -- Design of PC -- Test and Analysis -- Transmission Distance Test. , Wireless Multi-hop Test -- Conclusion -- References -- A Novel Multi-Strategy Routing for UWB Ad Hoc Networks -- Introduction -- Routing Algorithm -- Network Position Map -- Influence Factor -- Routing Algorithm -- Routing Strategies -- Numerical Simulations -- Conclusion -- References -- Probability Based Timed Compatibility of Web Service Composition -- Introduction -- Preliminary Formalism -- Timed Service Model Based on Normal Distribution -- Temporal Constraints and Their Probability Based Consistency -- Probability Based Timed Compatibility and Its Checking -- Probability Based Timed Compatibility -- Checking of Probability Based Timed Compatibility -- Case Study -- Case Specification -- Analysis of Case -- Conclusion -- References -- Designing an Adaptation Management Framework for Mobile Payment -- Introduction -- Context Aware Mobile Payment -- Adaptation Management Frameworks for Mobile Payment Service -- Fourth Layer -- Fifth Layer -- Evaluation -- Conclusion -- References -- Research of Source Mobility of Source Specific Multicast -- Introduction -- An Overview of Tree Morphing Protocol -- Improved Tree Morphing Protocol -- Simulation Experiment and Result -- Conclusion -- References -- A Parallel Method for Unpacking Original High Speed Rail Data Based on MapReduce -- Introduction -- A Parallel Algorithm of Unpacking Original High Speed Rail Data (PAUOHSRD) Based on MapReduce -- Analysis of the Original High Speed Rail Data Format -- The MapReduce Model -- Algorithms for Unpacking Original High Speed Rail Data -- PAUOHSRD Based on MapReduce -- Exprimental Analysis -- Speedup -- Scaleup -- Sizeup -- Conclusion -- References -- Part II: Intelligent Game and HumanComputer Interaction -- A Design for Children-Oriented Human-Computer Interaction -- Introduction -- A Structure for Children-Oriented Human-Computer Interaction: WisPad. , Design Principles -- WisPad System Design -- Application Prototype System of WisPad: iNature -- System Structure -- Scene Management -- System Evaluation -- User Satisfaction Evaluation -- Learning Time Evaluation -- Conclusion -- References -- Place Concept Teaching through Sketch Map for Robot Place Perception Based on Prototype Mechanism -- Introduction -- Prototype Mechanism for Place Perception -- Prototype of Place Concept -- Similarity Measure for Prototype -- Sketch Map Understanding -- Primitive Definition -- Sketch Map Analysis -- Simulation Experiment -- Conclusion -- References -- Analysis and Application of Design Principle for Mobile Web: Using 19k Wind Website as Example -- Introduction -- Related Works -- Web-Based Cycling Community -- Mobile Interface Design -- Interactive Design Principle -- Methodology -- Research Process -- Results -- 19K Wind Mobile Web Design -- Conclusion and Discussion -- References -- Navigation and Visualisation Tools Usage in Large Internet and Multimedia Resources -- Introduction -- Background -- Navigational Patterns Research -- Main Focus of the Paper -- Developing Audit Trails -- Recognising Navigation Patterns -- Investigating Navigation Tools -- Producing New Navigation Tools -- New Research Areas, Applying Navigation and Visualisation Tools -- ARCH Project Developments -- Discussion -- Conclusions -- References -- Establishment of Interactive Virtual Exhibition System Based on Quest3D -- Introduction -- Whole Design Plan of Virtual Exhibition System -- The Preparation of Three - Dimensional Model -- Role Access Control Settings in Quest3D -- Camera Switching Technology -- Enhanced 3D Sound Control Technology of Immersed Sense -- Two - Dimensional Interactive Interface Production -- Conclusion -- References -- A Diving Posture Recognition Method Based on Multiple Features Fusion -- Introduction. , Object Segmentation -- Lucas_Kanade Optical Flow -- Global Motion -- Skin Detection -- Projection -- Features Extraction -- Color -- Aspect Ratio of Object Rectangle -- Object Area Proportion -- SIFT -- Experiment -- Conclusion -- References -- Part III: Intelligent Engineering System -- Fusion of Text and Image Features: A New Approach to Image Spam Filtering -- Introduction -- Related Work -- Hybrid Framework for Image Spam Filtering -- Keyword Detection -- Text-Related Features Extraction -- Image Features Extraction -- Bottom-Layer Classifiers -- Classifier Fusion -- Experiment -- Experimental Setup -- Experimental Results -- Conclusion -- References -- An Auto-Tuning PI Controller for the Speed Control of a Permanent Magnet Synchronous Motor Drive -- Introduction -- Controller Description -- Design of ATPIC -- Auto-tuning Strategy -- Stability -- Modeling of a PMSM Drive System -- Simulation -- Conclusion -- References -- Modified Quasilinearization Method for Optimal Launch Mission Planning Problems -- Introduction -- Modified Quasilinearization Method -- The System formation of MQM -- The Verification of the Convergent Ability of Modified Quasilinearization Method -- The Algorithmic Process of Modified Quasilinearization Method -- Numerical Simulation -- The Description of the Problem -- Simulation Result and Analysis -- Conclusion -- References -- Topology Analysis and Fault Diagnosis Scheme with OOCPN Model for Supply System in Urban Mass Transit -- Introduction -- Protection Layout in Mass Transit Supply -- Topology Analysis Based on OOCPN Model -- Object-Oriented Colored Petri-Net (OOCPN) -- The Application of OOCPN into Topology Analysis in Mass Transit Supply -- The Backward Reasoning with Protection Information -- Conclusions -- References -- The Design of FBG Strain Sensors Based on Data Acquisition System -- Introduction. , FBG Strain Sensors Demodulation Principle -- FBG Strain Sensor Demodulation System Components -- The Selection of Fiber F-P Filter -- FBG Strain Sensing Properties -- DSP Microcomputer Processing System -- The Hardware Design of the Overall Structure -- The Design of A/D Sampling Module -- The Design of D/A Converter Module -- Test Results Analysis -- Summary -- References -- Negative Selection Algorithm-Based Motor Fault Diagnosis -- Introduction -- Principles of Negative Selection Algorithm (NSA) -- Negative Selection Algorithm (NSA) in Fault Diagnosis -- Simulations -- Conclusions -- References -- Real-Time Steel Inspection System Based on Support Vector Machine and Multiple Kernel Learning -- Introduction -- Defect Detection -- Feature Extraction and Classification via MKL -- Experiment Results -- Conclusion -- References -- Predicting Subcellular Localizations of Membrane Proteins in Eukaryotes with Weighted Gene Ontology Scores -- Introduction -- Materials and Methods -- Datasets -- Algorithms -- Evaluation Protocols -- Results and Discussions -- Conclusions -- References -- Prediction Mining in the Market Impact Cost of Securities Investment -- Introduction -- Analysis of Market Impact Cost in Stock Transactions -- Variables Correlation Analysis -- Impact Cost Prediction Model -- Testing and Evaluation of Cost Prediction Model -- Model Testing -- Application and Comparison of the Model in the Transaction Optimization -- Conclusion and Future Work -- References -- Digital Watermarking Algorithm Based on Iris Features -- Introduction -- The Iris Texture Feature Extraction Algorithm -- Iris Recognition Method of SVD and DWT Combination -- Wavelet Transform -- Singular Value Decomposition -- The Algorithm Description -- The Experimental Results and Performance Analysis -- The Experimental Results -- The Attack Test -- Conclusion -- References. , Improved Adaptive Algorithm for Ship Trajectory Estimation.
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  • 12
    Online Resource
    Online Resource
    Berlin, Heidelberg :Springer Berlin / Heidelberg,
    Keywords: Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (142 pages)
    Edition: 1st ed.
    ISBN: 9783662446805
    Series Statement: Lecture Notes in Computer Science Series ; v.8449
    DDC: 006.4
    Language: English
    Note: Intro -- Preface -- LNCS Transactions on Rough Sets -- Managing Editor -- Technical Editor -- Editorial Board -- Contents -- On the Intuitionistic Fuzzy Topological Structures of Rough Intuitionistic Fuzzy Sets -- 1 Introduction -- 2 Basic Notions of Intuitionistic Fuzzy Sets -- 3 Rough Intuitionistic Fuzzy Sets -- 3.1 Rough Fuzzy Approximation Operators -- 3.2 Rough Intuitionistic Fuzzy Approximation Operators -- 4 Basic Concepts of Intuitionistic Fuzzy Topological Spaces -- 5 Topological Structures of Rough Intuitionistic Fuzzy Sets -- 6 The Conditions of an Intuitionistic Fuzzy Topological Spaces Induced from a Crisp Approximation Space -- 7 Conclusion -- References -- Feature Selection with Positive Region Constraint for Test-Cost-Sensitive Data -- 1 Introduction -- 2 Preliminaries -- 2.1 Test-Cost-Independent Decision Systems -- 2.2 Positive Region -- 2.3 Feature Selection with Positive Region Constraint Problem -- 3 The Algorithm -- 4 Experiments -- 4.1 Experiments Settings -- 4.2 Experiments Results -- 5 Conclusions -- References -- A Rough Neurocomputing Approach for Illumination Invariant Face Recognition System -- 1 Introduction -- 2 Overview of Rough Set Theory -- 3 Proposed RNR System -- 3.1 Pre-processing -- 3.2 Feature Extraction -- 3.3 ADNN-Based Recognition -- 3.4 Approximation Neuron -- 3.5 Decider Neuron -- 4 Simulation Results -- 5 Conclusion -- References -- Variable Precision Multigranulation Rough Set and Attributes Reduction -- 1 Introduction -- 2 VPRS and MGRS -- 2.1 Variable Precision Rough Set -- 2.2 Multigranulation Rough Set -- 3 Variable Precision Multigranulation Rough Set -- 3.1 Variable Precision Optimistic Multigranulation Rough Set -- 3.2 Variable Precision Pessimistic Multigranulation Rough Set -- 3.3 Approximation Quality -- 4 Relationships Among Several Models -- 5 Attribute Reduction in VPMGRS. , 5.1 Experimental Results -- 6 Conclusions -- References -- Three-Way Decisions Versus Two-Way Decisions on Filtering Spam Email -- 1 Introduction -- 2 Decision-Theoretic Rough Set Model -- 3 Three-Way Decisions and Two-Way Decisions Solutions on Spam Filtering -- 3.1 Three-Way Decisions Solution -- 3.2 Two-Way Decisions Solution -- 3.3 Evaluation Measures -- 4 Experiments -- 4.1 Experiment 1 with Measure Group 1 -- 4.2 Experiment 2 with Measure Group 2 -- 5 Conclusions -- A Experimental Result Tables -- References -- A Three-Way Decisions Approach to Density-Based Overlapping Clustering -- 1 Introduction -- 2 Preliminaries -- 3 Formulation of Clustering -- 3.1 Extend DTRS for Clustering -- 3.2 Re-formulation of Clustering Using Interval Sets -- 4 Clustering Algorithm Using Three-way Decisions -- 4.1 Basic Concepts -- 4.2 Initial Clustering Processing -- 4.3 Three-Way Decisions Clustering Processing -- 5 Experimental Results -- 5.1 Overlapping Clustering Analysis -- 5.2 Arbitrary Shape Clustering Analysis -- 6 Conclusion -- References -- Three-Way Decisions in Stochastic Decision-Theoretic Rough Sets 敳敲癥搠䁤 㴀 ⨀䁬整䁴潫敮 ⴀ㘀瀀 -- 1 Introduction -- 2 Preliminaries -- 2.1 Stochastic Model and Confidence Interval -- 2.2 Decision-Theoretic Rough Sets -- 3 Extension of Decision-Theoretic Rough Set Models -- 3.1 Stochastic Decision-Theoretic Rough Sets -- 3.2 Stochastic Decision-Theoretic Rough Sets with Statistical Distributions -- 4 An Illustration -- 5 Conclusions -- References -- Correction to: Transactions on Rough Sets XVIII -- Correction to: J. F. Peters et al. (Eds.): Transactions on Rough Sets XVIII, LNCS 8449, https://doi.org/10.1007/978-3-662-44680-5 -- Author Index.
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  • 13
    Keywords: Data mining. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (570 pages)
    Edition: 1st ed.
    ISBN: 9783031059360
    Series Statement: Lecture Notes in Computer Science Series ; v.13281
    DDC: 006.3
    Language: English
    Note: Intro -- General Chairs' Preface -- PC Chairs' Preface -- Organization Committee -- Contents - Part II -- Foundations -- Text2Chart: A Multi-staged Chart Generator from Natural Language Text -- 1 Introduction -- 2 Related Work -- 3 Proposed Method -- 3.1 Stage 1: x-Axis and y-Axis Label Entity Recognition -- 3.2 Stage 2: Mapping of x and y Label Entities -- 3.3 Stage 3: Chart Type Prediction -- 4 Experimental Analysis -- 4.1 Dataset Construction -- 4.2 Performance Evaluation -- 4.3 Axis Label Recognition Task -- 4.4 Mapping Task -- 4.5 Chart Type Prediction Task -- 4.6 Overall Performance -- 5 Conclusion -- A Network Architectures -- References -- ENDASh: Embedding Neighbourhood Dissimilarity with Attribute Shuffling for Graph Anomaly Detection -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 3.1 Problem Formulation -- 3.2 Representation Learning via GraphSAGE -- 4 Proposed Methods -- 4.1 Embedding Neighbourhood Dissimilarity -- 4.2 Augmenting Training via Attribute Shuffling -- 4.3 Two Stage Training -- 4.4 Runtime and Scalability -- 5 Experiments -- 5.1 Empirical Performance -- 5.2 Ablation Study -- 5.3 Parameter Analysis -- 6 Conclusion -- References -- Convergence and Applications of ADMM on the Multi-convex Problems -- 1 Introduction -- 2 Related Work -- 3 ADMM on the Multi-convex Problems -- 3.1 Preliminaries -- 3.2 The ADMM Algorithm -- 3.3 Convergence Analysis -- 4 Applications -- 4.1 Weakly-Constrained Multi-task Learning -- 4.2 Learning with Signed-Network Constraints -- 5 Experiments -- 5.1 Experiment I: Weak-Constrained Multi-task Learning -- 5.2 Experiment II: Event Forecasting with Multi-lingual Indicators -- 6 Conclusions -- References -- Prototypical Classifier for Robust Class-Imbalanced Learning -- 1 Introduction -- 2 Related Work -- 3 Prototypical Classifier with Dynamic Threshold -- 3.1 Motivation. , 3.2 Dynamic Thresholding for Label Noise Detection -- 3.3 Example Reweighting -- 4 Experiments -- 4.1 Results on Simulated Datasets -- 4.2 Results on Real-World Dataset -- 4.3 Ablation Studies -- 5 Conclusion -- A Ablations on Dynamic Threshold -- B Results on Clean Datasets -- References -- Quantum Entanglement Inspired Correlation Learning for Classification -- 1 Introduction -- 2 Theoretical Analysis and Verification by Bell Inequality -- 2.1 The Measurement on Density Matrix -- 2.2 Verification by Bell Inequality -- 2.3 Analysis -- 3 Implement Classification Algorithm by the Framework -- 3.1 Calculate Joint Probability Between Features and Categories -- 3.2 Constructing QECA by Quantum Joint Probability -- 3.3 Parameter Learning -- 4 Experiments -- 4.1 Datasets and Evaluation Metrics -- 4.2 Compared with Classical Classification Algorithms -- 4.3 Comparison with the Training Process of Standard MLP -- 5 Conclusion and Future Work -- References -- Self-paced Safe Co-training for Regression -- 1 Introduction -- 2 Related Work -- 3 The Proposed Algorithm -- 3.1 The Model -- 3.2 The Safe Technique -- 3.3 The Instances Selection Strategy -- 3.4 Algorithm Description -- 4 Experiments -- 4.1 Experiment Settings -- 4.2 The Effectiveness of the Safe Strategy -- 4.3 Comparison with Semi-supervised Methods -- 5 Conclusion and Future Work -- References -- Uniform Evaluation of Properties in Activity Recognition -- 1 Introduction -- 2 Preliminaries and Related Work -- 3 Proposed Metric -- 4 Experimental Results -- 5 Conclusions -- References -- Effect of Different Encodings and Distance Functions on Quantum Instance-Based Classifiers -- 1 Introduction -- 2 Related Works -- 3 Setting the Stage -- 4 Quantum KNN Algorithms -- 5 Experiments -- 6 Conclusion -- References -- Attention-to-Embedding Framework for Multi-instance Learning -- 1 Introduction. , 2 Related Work -- 2.1 MIL Attention Neural Networks -- 2.2 MIL Embedding Methods -- 3 Methodology -- 3.1 The Attention-Net -- 3.2 The Bag-Level Embedding -- 3.3 Scheme Analysis -- 4 Experiments -- 4.1 Data Sets -- 4.2 Comparative Algorithms -- 4.3 Experimental Results -- 5 Conclusion and Further Work -- References -- Multi-instance Embedding Learning Through High-level Instance Selection -- 1 Introduction -- 2 Related Work -- 3 The Proposed Algorithm -- 3.1 Algorithm Description -- 3.2 The Fast Bag-Inside Instance Selection Technique -- 3.3 High-level Instance Selection Technique -- 3.4 Embedding Technique via HI -- 4 Experiments -- 4.1 Comparison Algorithms -- 4.2 Experimental Data Sets -- 4.3 Performance Comparison -- 4.4 Parameter Analysis -- 4.5 Efficiency Comparison -- 5 Conclusion -- References -- High Average-Utility Itemset Sampling Under Length Constraints -- 1 Introduction -- 2 Related Works -- 3 Preliminaries and Problem Formulation -- 4 Two-Phase Sampling of High Average-Utility Itemsets -- 4.1 Basics of Our Sampling Method -- 4.2 HAISampler: High Average-utility Itemset Sampler Algorithm -- 5 Theoretical Analysis of the Method -- 6 Experiments -- 7 Conclusion -- A Appendix (Proof of Theoretical Results) -- References -- Divide and Imitate: Multi-cluster Identification and Mitigation of Selection Bias -- 1 Introduction -- 2 Problem Statement -- 3 Related Work -- 4 Proposed Method -- 5 Experiments and Discussion -- 6 Conclusion -- References -- Hypersphere Neighborhood Rough Set for Rapid Attribute Reduction -- 1 Introduction -- 2 Preliminaries -- 2.1 Neighborhood Rough Set -- 2.2 Hypersphere -- 3 Hypersphere Neighborhood Rough Set -- 3.1 Theory and Mathematical Models -- 3.2 Algorithm Design -- 4 Experiments -- 4.1 Experimental Setup -- 4.2 Effectiveness -- 4.3 Efficiency -- 5 Conclusion -- References. , A Novel Clustering Algorithm with Dynamic Boundary Extraction Strategy Based on Local Gravitation -- 1 Introduction -- 2 Natural Neighbor -- 3 Methodology -- 3.1 Dynamic Boundary Extraction -- 3.2 Association Strategy -- 3.3 Core Group Clustering -- 3.4 The Complexity Analysis -- 4 Experimental Evaluation -- 4.1 Experiment on Synthetic Datasets -- 4.2 Experiment on Real-World Datasets -- 5 Conclusions -- References -- Modelling Zeros in Blockmodelling -- 1 Introduction -- 2 Blockmodelling with a Chosen Block Metric -- 2.1 Blockmodelling Metric -- 2.2 Candidate Block Metrics -- 2.3 Effect of Blockmodelling Metric on Real Data -- 3 Simulated Data with Hamming and Jaccard Noise -- 3.1 Simulated Block Structures -- 3.2 Generating Noise -- 3.3 Analysis of Simulated Data -- 4 Discussion -- 5 Conclusion -- References -- Towards Better Generalization for Neural Network-Based SAT Solvers -- 1 Introduction -- 2 Background and Related Works -- 2.1 SAT Problem -- 2.2 Neural Network Based SAT Solvers -- 2.3 SAT Applications -- 3 Method -- 4 Experiments -- 4.1 Setting -- 4.2 Results -- 4.3 Influence of Temperature Scaling Factor -- 5 Case Study-Circuit Design Evaluation -- 6 Conclusion and Discussion -- References -- Robust and Provable Guarantees for Sparse Random Embeddings -- 1 Introduction -- 1.1 Background: Random Embeddings -- 1.2 Contributions -- 1.3 Related Work -- 2 Robust Guarantees for Sparse Random Projections -- 2.1 Preliminaries and Notation -- 2.2 Construction of the Embeddings -- 2.3 Key Techniques for the Analysis -- 2.4 Bounds Based on Error Moments -- 2.5 Discussion -- 3 Empirical Evaluation -- 3.1 Synthetic Benchmark -- 3.2 Real-World Datasets -- 4 Conclusions -- References -- Transferable Interpolated Adversarial Attack with Random-Layer Mixup -- 1 Introduction -- 2 Related Work -- 2.1 Mixup -- 2.2 Adversarial Attack Methods -- 3 Methodology. , 3.1 Random-Layer Mixup Attack Method Without Momentum -- 3.2 Random-Layer Mixup Attack Method -- 4 Experiments -- 4.1 Experiment Setup -- 4.2 Attacking Performance -- 4.3 Analysis of Random-Layer Mixup -- 4.4 Single Iterations vs. Inner-outer Iterations -- 5 Conclusion -- References -- Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification -- 1 Introduction -- 2 Related Work -- 3 Multi-task Recurrent Neural Networks -- 3.1 The Proposed Framework -- 3.2 Primary Task: Depression Classification -- 3.3 Auxiliary Tasks -- 3.4 Data Augmentation -- 3.5 The Algorithm of MTNet -- 4 Experiments -- 4.1 Datasets -- 4.2 Experimental Setup -- 4.3 Implementation Details -- 4.4 Performance Evaluation Measures -- 4.5 Empirical Results -- 5 Conclusions and Future Work -- References -- DeepPAMM: Deep Piecewise Exponential Additive Mixed Models for Complex Hazard Structures in Survival Analysis -- 1 Introduction -- 2 Related Literature -- 2.1 Piecewise Exponential Additive Models and Cox Proportional Hazard Models -- 2.2 Machine Learning Approaches -- 2.3 Deep Learning Approaches -- 3 Piecewise Exponential Additive Models -- 3.1 Data Transformation -- 3.2 Model Estimation -- 4 Deep Piecewise Exponential Additive Mixed Models -- 5 Numerical Experiments -- 5.1 Simulation and Ablation Study -- 5.2 Benchmark Analysis -- 5.3 Extended Case Study -- 6 Concluding Remarks -- References -- Assessing Classifier Fairness with Collider Bias -- 1 Introduction -- 2 Background -- 3 Problem Definition -- 4 Estimating CDE -- 5 Implementing Unbiased Situation Test -- 6 Experiments -- 6.1 Correcting Collider Biases -- 6.2 Simulating an Audit Process Using Adult Data Set -- 6.3 Comparing the Audit Performance of NST and UST -- 6.4 Data Based Audit May Be Biased -- 6.5 Rank Models Based on Fairness -- 7 Related Works -- 8 Conclusions. , A Additional Definition and Theorem.
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  • 14
    Keywords: Intelligent control systems -- Congresses. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (784 pages)
    Edition: 1st ed.
    ISBN: 9783642378294
    Series Statement: Advances in Intelligent Systems and Computing Series ; v.213
    DDC: 620
    Language: English
    Note: Intro -- Preface -- Organizing Committee -- Sponsors -- Contents -- 1 The Incremental Updating Method for Core Computing Based on Information Entropy in Set-Valued Ordered Information Systems -- Abstract -- 1…Introduction -- 2…Preliminaries -- 2.1 Set-Valued Ordered Information Systems -- 2.2 The Attribute Core in SOIS from the Information View -- 3…Principles for Incrementally Updating Core in SOIS Based on Information Entropy -- 3.1 Insertion of a New Object -- 3.2 Deletion of an Object -- 4…A Illustrate Example -- 5…Conclusion -- Acknowledgments -- References -- 2 An Algebraic Analysis for Binary Intuitionistic L-Fuzzy Relations -- Abstract -- 1…Introduction -- 2…Preliminaries -- 3…The Arithmetical Properties of {\mathfrak{ILFR}} (U \times U) -- 4…Conclusion -- Acknowledgments -- References -- 3 An Improved Classification Method Based on Random Forest for Medical Image -- Abstract -- 1…Introduction -- 2…Medical Image Preprocessing -- 3…Improved Classification Algorithm Based on Random Forest -- 3.1 The Evaluation of Random Forest -- 3.2 The ROC Curve Performance Regions -- 3.3 The Bounds of ROC -- 3.4 The Procession of IRFA -- 4…Experiment and Analysis -- 5…Conclusion -- Acknowledgments -- References -- 4 IdeaGraph: Turning Data into Human Insights for Collective Intelligence -- Abstract -- 1…Introduction -- 2…A Review of KeyGraph Algorithm -- 3…The Limitation of KeyGraph -- 4…IdeaGraph: A New Algorithm to Obtain Improved Insights -- 5…Experimental Evaluation -- 5.1 Experimental Design -- 5.2 Results' Evaluation -- 6…Conclusion -- Acknowledgments -- References -- 5 A General Hierarchy-Set-Based Indoor Location Modeling Approach -- Abstract -- 1…Introduction -- 2…Overview of Location Modeling -- 2.1 Location-Based Services -- 2.2 Position Query -- 2.3 Nearest Service Query -- 2.4 Navigation Query -- 2.5 Range Query -- 2.6 Location Semantics. , 2.7 Topology Relation Semantics -- 2.8 Distance Semantics -- 2.9 Existing Location Modeling Approach -- 3…Combined Hierarchy-Set Model for Indoor Locations -- 3.1 Building Hierarchy Tree Model of Location -- 3.2 Distance Identification Between Indoor Locations -- 3.3 Set-Based Model -- 3.4 A Path Planning Algorithm -- 4…A Complete Example: Modeling an Indoor School Hospital -- 5…Conclusion and Future Work -- References -- 6 Acquisition of Class Attributes Based on Chinese Online Encyclopedia and Association Rule Mining -- Abstract -- 1Introduction -- 2Background -- 3Class Attributes Extraction Method -- 3.1 Process of Class Attribute Extraction -- 3.2 Frequent Patterns Mining -- 3.3 Association Analysis -- 3.4 Extraction of Candidate Attribute Words -- 3.5 Acquisition of Uniform Attribute Names -- 4Experimental Results -- 4.1 Data Set -- 4.2 Experiment on Extraction of Patterns -- 4.3 Experiment on Association Analysis -- 4.4 Experiment on Acquisition of Uniform Attribute Names -- 5Conclusion -- Acknowledgments -- A.x(118). Appendix: Number of Extracted Attributes and Examples of Attributes Over Target Classes -- References -- 7 A Delivery Time Computational Model for Pervasive Computing in Satellite Networks -- Abstract -- 1…Introduction -- 2…Model Establishment -- 2.1 The LEO Satellite Network -- 2.2 Source Traffic -- 2.3 Destination Distribution -- 2.4 System Model -- 3…Model Solving -- 3.1 Traffic Load Distribution -- 3.2 Single Queue Solving -- 3.3 Tandem Queue Solving -- 4…Performance Evaluation -- 5…Conclusion -- References -- 8 How People Use Visual Landmarks for Locomotion Distance Estimation: The Case Study of Eye Tracking -- Abstract -- 1…Introduction -- 2…Related Works -- 3…Method -- 3.1 Subjects -- 3.2 Apparatus and Virtual Environment -- 3.3 Design and Procedure -- 4…Results -- 4.1 Distance Reproduction -- 4.2 Gaze -- 5…Discussion. , 6…Implications and Future Work -- Acknowledgments -- References -- 9 Prediction Analysis of the Railway Track State Based on PCA-RBF Neural Network -- Abstract -- 1…Introduction -- 2…RCA-RBF Neutral Network -- 2.1 Principal Component Analysis -- 2.2 RBF Neural Network -- 2.3 Description of the PCA-RBF Model -- 3…Experimental Analysis -- 3.1 Data Set -- 3.2 Experimental Results -- 4…Conclusions -- Acknowledgments -- References -- 10 A Two-Step Agglomerative Hierarchical Clustering Method for Patent Time-Dependent Data -- Abstract -- 1…Introduction -- 2…Patent Data Analysis and Methodology -- 2.1 Patent Time-Dependent Data -- 2.2 Agglomerative Hierarchical Clustering -- 2.3 Could Euclidean Distance Normalization be Used to Preprocess the Patent Sequences? -- 3…Two-Step Agglomerative Hierarchical Clustering Method for Patent Time-Dependent Data -- 4…Result and Discussion -- 4.1 Data -- 4.2 Two-Step AHC Technology Clustering -- 4.3 Result Comparison and Discussion -- 5…Conclusion and Future Study -- References -- 11 A Novel Modular Recurrent Wavelet Neural Network and Its Application to Nonlinear System Identification -- Abstract -- 1…Introduction -- 2…A Modular RWNN Based on the Pipelined Architecture -- 3…Training Algorithm for the PRWNN -- 4…Simulations -- 5…Conclusion -- Acknowledgments -- References -- 12 Automated Text Data Extraction Based on Unsupervised Small Sample Learning -- Abstract -- 1Introduction -- 2Related Work -- 3Major Process of our Algorithm -- 4Iterative Center Core Multiple Sequence Alignment Method -- 4.1 Text Token Element Split -- 4.2 Center Core Method -- 4.2.1 An Overview of the Method -- 4.2.2 Score Function for Core Sequence Selection -- 4.2.3 Multiple Sequence Alignment -- 4.3 Iterative Center Core Method -- 5Template Deduction and Text Data Extraction -- 5.1 Identify Columns Based on Information Entropy. , 5.2 Template Deduction -- 5.3 Data Element Extraction -- 6Experiments -- 7Conclusion -- Acknowledgments -- References -- 13 SLAM and Navigation of a Mobile Robot for Indoor Environments -- Abstract -- 1…Introduction -- 2…The Proposed Robot System -- 2.1 Mobile Service Robot -- 3…Simultaneous Localization and Mapping -- 3.1 Feature Extraction -- 3.2 Data Association -- 3.3 Extended Kalman Filter -- 3.4 Motion Plan and Obstacle Avoidance -- 4…Experiments -- 4.1 Estimate Start Position -- 4.2 Obstacle Avoidance -- 5…Conclusions -- Acknowledgments -- References -- 14 A Novel Approach for Computing Quality Map of Visual Information Fidelity Index -- Abstract -- 1…Introduction -- 2…The VIF Metric -- 3…Quality Map of VIF -- 4…Gradient of VIF -- 5…Experimental Results -- 6…Conclusion -- Acknowledgments -- References -- 15 A Simulation of Electromagnetic Compatibility QoS Model in Cognitive Radio Network -- Abstract -- 1…Introduction -- 2…The Application Scene and Topology Structure -- 3…The Principle of Electromagnetic Compatibility Analysis -- 3.1 Attenuation of Antenna-Feeder System -- 3.2 Co-channel/Adjacent Channel Interference -- 3.3 Harmonic Interference -- 3.4 Transmitter Intermodulation Interference -- 3.5 Receiver Intermodulation Interference -- 4…Subnet Qos Model Based on EMCA -- 4.1 Precise EMC QoS Model -- 4.2 Approximate EMC QoS Model -- 5…Simulation Design -- 5.1 Simulation 1 -- 5.2 Simulation 2 -- 5.3 Simulation 3 -- 5.4 Explain for Simulation Parameters -- 6…Simulation Results -- 6.1 Result of Simulation 1 -- 6.2 Result of Simulation 2 -- 6.3 Result of Simulation 3 -- 7…Conclusion -- Acknowledgments -- References -- 16 Separating and Recognizing Gestural Strokes for Sketch-Based Interfaces -- Abstract -- 1…Introduction -- 2…Related Work -- 3…Our Design of Gesture Interaction -- 3.1 Gesture Set Analysis -- 3.2 Gesture Issuing Method. , 4…Recognition -- 4.1 Lasso Stroke Recognition -- 4.2 Command Stroke Recognition -- 4.3 Gesture Execution -- 5…Evaluation -- 6…Conclusions and Future Work -- Acknowledgments -- References -- 17 Modeling and Performance Analysis of Workflow Based on Advanced Fuzzy Timing Petri Nets -- Abstract -- 1…Introduction -- 2…Advanced Fuzzy Timing Workflow Nets -- 2.1 Fuzzy Time Concept -- 2.2 AFTWF-nets Model -- 3…Performance Analysis of AFTWF-nets -- 3.1 Time Calculation of AFTWF-nets -- 3.2 Time Performance Analysis of AFTWF-nets -- 3.3 A Stratification Algorithm of Temporal Reachable Probability -- 4…Case Study and Analysis -- 5…Conclusion -- References -- 18 Price Discount Subsidy Contract for a Two-Echelon Supply Chain with Random Yield -- Abstract -- 1…Introduction -- 2…The Models -- 2.1 Additional Discount Subsidy Contract -- 2.2 All Units Discount Subsidy Contract -- 3…The Retailer's Problem -- 3.1 The Retailer--Manufacturer Problem Under Additional Discount Subsidy Contract -- 3.2 The Retailer--Manufacturer Problem Under all Units Discount Subsidy Contract -- 4…Conclusions -- Acknowledgments -- References -- 19 Reducing EMI in a PC Power Supply with Chaos Control -- Abstract -- 1…Introduction -- 2…Design of a Power Supply with Chaotic PWM -- 2.1 System Circuit -- 2.2 Analog Chaotic PWM with TL494 -- 2.3 Design of an External Chaotic Signal to TL494 -- 2.4 Chaos Control Based on TL494 -- 3…Simulation Results -- 4…Hardware Design and Experimental Results -- 5…Conclusion -- Acknowledgment -- References -- 20 Optimization of Plasma Fabric Surface Treatment by Modeling with Neural Networks -- Abstract -- 1…Introduction -- 2…Plasma Treatment -- 3…Selection of Relevant Input Variables -- 4…Modeling with a Neural Network -- 4.1 Data Pre-processing -- 4.2 Neural Network Architecture -- 4.3 Training Algorithms -- 4.4 Optimizing the Number of Hidden Neurons. , 4.5 Number of Training Iterations.
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  • 15
    Keywords: Knowledge management--Data processing--Congresses. ; Artificial intelligence--Congresses. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (707 pages)
    Edition: 1st ed.
    ISBN: 9783642256615
    Series Statement: Advances in Intelligent and Soft Computing Series ; v.123
    DDC: 006.3
    Language: English
    Note: Title -- Preface -- Organizing Committee -- Contents -- User-Centric Models of Temporal and Spatiotemporal Data: A Perspective of Granular Computing -- Intelligent Social Network Modeling -- What Is Your Software Worth? -- Personalized Recommender Systems for e-Government and e-Business Intelligence -- Part I Optimization and Biological Inspired Computation -- A Novel TinyOS 2.x Routing Protocol with Load Balance Named CTP-TICN -- Introduction -- CTP Routing Protocol Analysis -- Idea and Realization of CTP-TICN -- Network Model -- Description of Protocol CTP-TICN -- The Performance Evaluation Index of Load Balance for the Same Level Nodes -- Simulation -- Ending -- References -- Adaptive Nonlinear Guidance Law Considering Autopilot Dynamics -- Introduction -- Model Derivation -- Adaptive Nonlinear Guidance Law -- Adaptive Sliding Mode Control -- Application on Guidance Law -- Simulation -- Conclusion -- References -- An Immune-Enhanced Unfalsified Controller for a High-Speed Spinning Process -- Introduction -- Design of the Immune-Enhanced Unfalsified Controller -- The IEUC Algorithm -- Simulation Results -- Conclusions -- References -- Real-Time Adaptive Task Allocation Algorithm with Parallel Dynamic Coalition in Wireless Sensor Networks -- Introduction -- Problem Description -- Algorithm Description -- Dynamic Coalition -- Discrete Particle Swarm Optimization -- Fitness Function -- Real-Time Sub-tasks Allocation Algorithm Based on Load and Energy Balance -- Framework of Algorithm -- Simulation Results and Analysis -- Conclusion -- References -- Optimization of Seedlings Transplanting Strategy Based on Greedy Algorithm -- Introduction -- Materials and Methods -- Analysis of Transplanting Control Strategy -- Typical Transplanting Strategy -- Results and Discussion -- Conclusions -- References. , An Investigation of Squeaky Wheel Optimization Approach to Airport Gate Assignment Problem -- Introduction -- The Proposed Method -- Experiments -- Conclusions -- References -- A Suppression Operator Used in TMA -- Introduction -- Algorithm -- Match Range Model -- NS Operator -- The Model of Algorithm -- Experiments -- The Optimized rs Value -- Comparison -- Conclusion -- References -- Existence and Simulations of an Impulsive Appropriate Pest Management SI Model with Biological and Chemical Control -- Introduction -- Existence of Positive Periodic Solutions -- An Illustrative Example -- References -- Existence and Simulations of Periodic Solution of a Predator-Prey System with Holling-Type Response and Impulsive Effects -- Introduction -- Notations and Preliminaries -- Existence of Positive Periodic Solution -- Some Simulations -- References -- A Novel Selection Operator of Cultural Algorithm -- Introduction -- Cultural Algorithm -- A Novel Selection Operator of CA -- The Basic Selection Operator -- The Influence of Selection Operator to Algorithm Efficiency -- A Novel Selection Operator -- Experimental Results -- Conclusions -- References -- An Approach to Analyzing LOH Data of Lung Cancer Based on Biclustering and GA -- Introduction -- Bicluster Algorithms -- Genetic Algorithm Based on Biclustering -- Generating the Initial Population -- Genetic Algorithm -- Result and Analysis -- LOH Data of Lung Cancer -- Data Preprocessing -- Result and Analysis -- Conclusions -- References -- Using Simulated Binary Crossover in Particle Swarm Optimization -- Introduction -- The Particle Swarm Optimization -- The SBX-PSO -- Experimental Results -- Conclusion -- References -- Part II Distributed and Parallel Intelligence -- A Parallel Cop-Kmeans Clustering Algorithm Based on MapReduce Framework -- Introduction -- Parallel Cop-Kmeans Algorithm Based on MapReduce. , Depth-First Search -- Solving Constraint-Violation in Cop-Kmeans Algorithm -- Parallel Cop-Kmeans Algorithm Based on MapReduce -- The MapReduce Framework -- The Proposed Cop-Kmeans Algorithm Based on MapReduce -- Experiments -- Experimental Methodology -- Experimental Results -- Conclusion -- References -- Design of Aerospace Data Parallel Pre-processing Ground System Based Grid Workflow -- Introduction -- Hardware Platform Design -- Software Architecture -- The Operating Management Subsystem -- Software Deployment on Data Processing Grid -- Workflow Designer -- Experimental Verification -- Summary and Future Work -- References -- Development Platform for Heterogeneous Wireless Sensor Networks -- Introduction -- Design and Implement Platform -- Basic Architecture -- Smart Sensors -- Sensors for Smart Environments -- Sensor Simulation -- Scalability Measurement -- Performances Analysis -- Recommendations for Further Work -- References -- Knowledge-Based Resource Management for Distributed Problem Solving -- Introduction -- Basic Concepts -- Semantic Description of Resources -- Implementation of Knowledge Base -- Approach Implementation -- CLAVIRE Platform -- Knowledge-Based Solution Composition -- Numerical Results -- Discussions and Conclusion -- References -- Research on and Realization of an Adaptive Clock Synchronization Algorithm for Distributed Systems -- Introduction -- Network Structure for the Adaptive Algorithm -- The Analysis of the Adaptive Clock Synchronization Algorithm -- The Realization and Performance Analysis of the Algorithm -- Conclusions -- References -- Realistic Task Scheduling with Contention Awareness Genetic Algorithm by Fuzzy Routing in Arbitrary Heterogeneous Multiprocessor Systems -- Introduction -- Task Scheduling Model -- Related Work -- The Proposed Algorithm -- Genetic Algorithm -- Proposed Routing Algorithm. , Experimental Results -- Conclusion -- References -- Part III Robotics -- Tsallis Statistical Distribution in a Completely Open System with OLM Formalism -- Introduction -- Statistical Distribution of Completely Open System Based on Tsallis Entropy -- Non-extensive Systems Are Not Restricted by the "Phase Rule" of Extensive Statistical Mechanics -- Statistical Distribution of Completely Open System Based on Tsallis Entropy -- Conclusions -- References -- Symbolic Controller with PID Feedback for Locally Linearized System -- Introduction -- Symbolic Control -- Model of Inverted Pendulum -- Symbolic Controller with PID Feedback -- State Space Analyze -- Structure of the Controller -- Experimental Ressults -- Conclusion -- References -- Multistage Decision Making Based on One-Shot Decision Theory -- Introduction -- Multistage One-Shot Decision -- Numerical Examples -- Conclusions -- References -- Speed Control for Under-actuated Planar Biped Robot -- Introduction -- Biped Walk Dynamic Model -- Control Strategy for Variable Speed Walking Based on Fuzzy Algorithm -- Lower Level Non-linear Feedback Controller -- Fuzzy Algorithm Fusing Parameters -- PI Controller Regulates Bezier Parameters -- Simulation -- Result -- References -- Performance Analytical Model for Interbay Material Handling System with Shortcut and Blocking -- Introduction -- Interbay System Description -- The Extended Markov Model -- Notation -- EMCM Analysis -- Experimental Study -- Conclusion -- References -- Robotic 3D Reaching through a Development-Driven Double Neural Network Architecture -- Introduction -- Related Work of Reaching and Development -- Hand-Eye Coordination Development in Infant -- Development and Developmental Constraints -- An Experimental System for Robotic Hand-Eye Coordination -- Hardware -- Double Neural Network Architecture -- Developmental Learning Algorithms. , Experimental Procedure and Results -- Conclusions -- References -- Automatic C. Elgance Recognition Based on Symmetric Similarity in Bio-Micromanipulation -- Introduction -- Constitution of C. Elegans' Life Cycle Detection System -- Image Pre-processing -- Edge Detection and Binarization -- Detection of Moving Targets and Image Segmentation -- Identification of C. Elegans' Features -- Image Progressive Scanning -- Similarity Calculating -- The Experiments of C. Elegans' Identification -- Conclusions -- References -- Multi-sensor System of Intellectual Handling Robot Control on the Basis of Collective Learning Paradigm -- Introduction -- Classification of Collective Learning Methods -- Methods of Mutual Learning and Co-learning Organization -- Mutual Learning on the Basis of Reliability Coefficients -- Co-learning on the Basis of Reliability Coefficients -- Procedure of Manipulator Control on the Basis of Co-learning Paradigm -- Approach to Development of Multi-unit Manipulator Control Systems -- Modeling Results -- Conclusion -- References -- A Polynomial-Time Algorithm for the Planar Quantified Integer Programming Problem -- Introduction -- Statement of Problem -- Related Work -- A Polynomial-Time Algorithm for FPQIP -- Correctness and Resource Analysis -- Conclusion -- References -- Building Computational Model of Emotion Based on Particle System -- Introduction -- Basic Concepts of Building Emotion Model -- Emotion Space and Personality Space -- Emotion Particle -- Emotion Model Based on Particle System -- Emotion Particle Generation -- Emotion Particle Motion -- Emotion Particle Decay -- Stimulation and Analysis -- Conclusions -- References -- H¨older Type Inequality and Jensen Type Inequality for Choquet Integral -- Introduction -- Preliminaries -- Main Results -- Conclusions and Problems for Further Discussion -- References. , Part IV Knowledge Engineering and Management.
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