Artificial Intelligence and Computational Intelligence

Name: Artificial Intelligence and Computational Intelligence | Second International Conference, AICI 2011, Taiyuan, China, September 24-25, 2011, Proceedings, Part II
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Second International Conference, AICI 2011, Taiyuan, China, September 24-25, 2011, Proceedings, Part II

Hepu Deng Duoqian Miao Jingsheng Lei Fu Lee Wang(Editor)

Springer (Publisher)

Published on 25. September 2011

XVIII, 718 pages

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978-3-642-23887-1 (ISBN)

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Content

Title
Preface
Organization
Table of Contents
Heuristic Searching Methods
A Novel Artificial Bee Colony Algorithm Based on Attraction Pheromone for the Multidimensional Knapsack Problems
Introduction
Artificial Bee Colony Algorithm
ABC Algorithm Based on Attraction Pheromone for MKP
The Transition Strategy Based on Attraction Pheromone
ABCAP_MKP Algorithm
Experiment Results
Effect of Two Features in ABCAP_MKP Algorithm
The Overall Performance
Conclusion
References
Intelligence Optimization in Parameter Identification of the Border Irrigation Model
Introduction
Zero-Inertia Model of Border Irrigation
The Governing Equation
The Definite Conditions
Numerical Solution of Zero-Inertia Model
Discretization Scheme
Method and/or Algorithm
Parameter Identification
Intelligent Computation of Differential Evolution (DE)
Identification of Parameters K, a and n
Results and Discussion
Conclusion
References
A Multi-MetaHeuristic Combined ACS-TSP System
Introduction
The Ant Colony System for TSP
The State Transition Rule
The Local Updating Rule
The Global Updating Rule
The Proposed Approach
Combination with GA
Traveling Salesman Tour Constructing Approach
Experiment Results
Conclusion
References
Indoor Positioning Data Obstacle Avoidance and Visualization Framework Based on A* Algorithm
Introduction
Related Work
Access DWG Graphic File with DWGDirect.Net
Environment Modeling Method
Heuristic Search Technology
Vector Map Visualization and A* Algorithm
Vector Map Visualization
Indoor Environment Obstacles Model Generation with Gird Method
Indoor Positioning Obstacle Avoidance and Visualization Algorithm - A* Algorithm
Indoor Positioning Data IPOAF Based on A* Algorithm
Framework Architecture
Vector Map Visualization Module
Positioning Data Real-Time Visualization Module
Historical Path Playback Module
Framework Implementation
Conclusions and Future Work
References
Power Mean Based Crossover Rate Adaptive Differential Evolution
Introduction
JADE-Adaptive Differential Evolution with Optional External Archive
Proposed Algorithm
Experimental Studies
Experimental Setup
Experimental Results and Discussions
Conclusions
References
Immune Computation
Multi-objective Path Planning for Space Exploration Robot Based on Chaos Immune Particle Swarm Optimization Algorithm
Introduction
Background
Chaos Theory
Immune Network Theory
Particle Swarm Optimization
Chaos Immune Particle Swarm Optimization Algorithm for Multi-objective Path Planning
Environment Model
Method of Path Coding
Initial Population
Multi-objective Function
Generation of New Population
Immune Network Adjusting
The Framework of Algorithm
Simulation
Conclusions
References
A Distributed Surveillance Model for Network Security Inspired by Immunology
Introduction
Proposed Model
Architecture of the Proposed Model
Information Simulation
Detection Agent for Network Attacks
Communication of Detection Agents
Sub-model of Alarm
Sub-model of Forensics
Sub-model of Risk Assessment
Discussion
Conclusion
References
A Fault Model Centered Modeling Framework for Self-healing Computing Systems
Introduction
Related Works
Requirements for Self-healing Systems
The Modeling Framework
Fault Model
Self-healing Model
Model Composition
Code Generation and Program Composition
Conclusions and Future Works
References
Research of Immune Intrusion Detection Algorithm Based on Semi-supervised Clustering
Introduction
Relevant Definition
Semi-supervised Clustering Based Immune Intrusion Detection Algorithm (SCIID)
Algorithm thought
Algorithm Description
Simulation Experiment and Results Analysis
References
Information Security
Robust Digital Image Watermarking in DWT-SVD Domain
Introduction
Proposed DWT-SVD Watermarking Scheme
Experimental Results
Conclusion
References
An Algorithm of Task Scheduling in Survivability
Introduction
Optimal Decision Theory of Variable Fuzzy Set
Calculation of Relative Membership Degree
Fuzzy Optimal Decision
An Algorithm of Task Scheduling Based on Variable Fuzzy Set Decision (VF_TS)
Experiment and Analysis
Weighted Guarantee Ratio (WGR)
Differentiated Guarantee Ratio (DGR)
Conclusions
References
A Generic Construction for Proxy Signature Scheme
Introduction
Our Contributions
Preliminaries
Our Generic Model and Attack Model
Our Generic Model
The Attack Model
The Proxy-Protected Proxy Signature
The Construction
Security Analysis
Conclusion
References
Secure Negotiation Approach for Share-Secret-Key of Kerberos Service
Introduction
The Kerberos Protocol
Distributing the Key Based on ECC
Distributing Shared Secret-Key by Diffie-Hellman Algorithm
Security Analysis
Conclusion
References
Information Theory
Pulse Amplitude Modulation Time-Hopping Spread-Spectrum Based on Balance Gold Sequences
Introduction of UWB System
Time-Hopping System Using Balance Gold Sequences
The Definition of Gold Sequences
The Generation of Balance Gold Sequences
The Model of the Transmitter Signal
Random/Pseudorandom Time-Hopping
Receiver Signal Processing
Signal Noise Ratio (SNR) of the Receiver
Results and Matlab Simulations
Conclusions
References
Improving LD-aCELP's Gain Filter
Introduction
SNR Estimation
Gain Filter
Weighted L-S Algorithm
Finite Memory Algorithm
BP Neural Network Algorithm
Gain Quantization
Principles
Gain Quantization
Experimental Result and Discussion
References
Decidability on Dube's Self-similar Fractals
Introduction
IFS and Self-similar Set
Dube's Undecidability on Self-affine Sets
Dube's Self-similar Sets
Preliminaries
Key Lemma
Directed Graph
Directed Graph for Dube's Self-similar Sets
Notations
Directed Graph
Proof of Theorem 1
References
Intelligent Control
The Expression of Control Law for Zone Constraints Predictive Control
Introduction
MPC Law Based on Zone Control without Constraints
MPC Law Based on Zone Control with Constraints
Simulation Example
Conclusion
References
Research of Networked Control System Based on Fuzzy Immune PID Controller
Introduction
The Fuzzy Immune PID Controller
Fuzzy Immune PID Networked Control System Based on TrueTime
Simulation Studies
Conclusions
References
A New Type of Adaptive Neural Network Fuzzy Controller in the Double Inverted Pendulum System
Introduction
The Mathematical Model of Inverted Pendulum System
ANFIS Based on the Fusion Function
The Design of the Fusion Function
T-S Fuzzy Model for Fuzzy Systems
The Implementation of Adaptive Neural Network Fuzzy Control Algorithm Based on T-S Mode
Simulink for Duuble Inverted Pendulum
Conclusions
References
Adaptive Tracking Control for a Class of Perturbed Nonlinear Time-Delay Systems
Introduction
Problem Formulation
Controller Design
Stability Analysis
Simulation Example
Conclusions
References
Dual Fuzzy Neural Network Control in Civil Aviation Intelligent Landing System
Introduction
Aircraft Landing Approach Analysis
Description of the Intelligent Landing System
Description of the Dual Fuzzy Neural Network
Discussion of Dual Fuzzy Neural Network Control
The Learning Algorithm
Simulation of Control Scheme and Conclusions
References
Coal Level Monitoring System of Coal Warehouses Based on CAN Field Bus
Introduction
System Constitution
Coal Position Algorithm
Hardware Design
Software Design
Conclusions
References
Networked Strong Tracking Filters With Noise Correlations and Bits Quantization
Introduction
Problem Formulation
System Description
Problem Formulation
Kalman Filter with Statistical Modeling to Quantization Error and Noise Correlations
Kalman Estimator with Approximate Covariance Modeling
Brief Analysis
Kalman Filter with Augmented State Modeling for Quantization Error
Kalman Filter with Augmented State Modeling
Strong Tracking Filters with Bits Quantization Error
Conclusions
References
Development of Control System for Automatic Mechanical Transmission of Battery Electric Bus
Introduction
Structure of BEVs with AMT
Related Work
Multi-layered Architecture
Basic Driver Layer (BDL)
Applications Program Interface (API)
Advanced Control Layer (ACL)
Modular Design of Control System
On-Road Test
Conclusion
References
A Deterministic Sensor Node Deployment Method with Target Coverage and Node Connectivity
Introduction
Targets Coverage
Binary Coverage Model
Coverage Algorithm
Sensor Nodes Connectivity
Sensor Nodes Grouping
Groups Connectivity
Experiment Results
Conclusions and Further Work
References
Optimal Switch in Constant-Speed Pumping Stations
Introduction
The Characteristics of Constant-Speed Pump
The Total Power Consumption of a Pumping Station
The Optimization Control of the Constant-Speed Pumping Station [1]
The Optimization Switch of the Constant-Speed Pumping Station
References
Grey Prediction Control in the Application of Networked Control Systems
Introduction
Description of the Networked Control System
Grey Prediction for the Design
Delay Compensation Method
Simulation
Conclusion
References
Modeling and Chaos Control of Feedback-Type PWM DC/DC Converter
Introduction
Modeling and Analysis of DC/DC Converter
Chaos Control Strategy
Simulation Experiment of System
Conclusion
References
Intelligent Image Processing
Unsupervised Multiresolution Segmentation of SAR Imagery Based on Region-Based Hierarchical Model
Introduction
Multiresolution Likelihood Ratio (GMLR)
The Definition of GMLR
GMLR of SAR Imagery
Representative Criterion of Bootstrap Sampling
Parameter Estimation for GMLR of SAR Imagery
Experimental Results and Analysis
References
A Video Vehicle Tracking Algorithm Based on Ploar Fourier Descriptor
Introduction
Introduction
Extraction of Vehicle's Contour
Polar Fourier Transform
Vehicle's Contour's Similarity
Tracking Based on Prediction
Experimental Results and Analysis
Extraction of Vehicle's Fourier Descriptors
Vehicle Tracking Effect
Tracking Performance Analysis
Conclusions
References
An Improved Biomimetic Image Processing Method
Introduction
Visual Characteristic and BA+DRF Method
Visual Characteristic
BA+DRF Method
Parameterized Logarithmic Model in Global Enhancement and Experimental Results
Parameterized DRF Model in Local Enhancement and Experimental Results
Conclusion
References
Research on the Principle of Homology-Continuity in Image Degradation
Introduction
Objective Imaging Model and the PHC Model
The Homology-Continuity Properties of Continuous Signals Being Blurred
The Discussion of Homology-Continuity in One-Dimensional Case
The Discussion of Homolog-Continuity in Two-Dimensional Case
The Homology-Continuity Properties of Discrete Image Signals Being Blurred
Conclusion
References
Multi-granularity Video Unusual Event Detection Based on Infinite Hidden Markov Models
Introduction
Principle and Realization
The Pretreatment of the Image Sequences
iHMM Modeling and Unusual Events Detection
Much Time Granularities Unusual Event Detection
Experimental Result and Analysis
Image Preprocessing
Unusual Events Detection Based on iHMM
Multi-granularity Video Unusual Event Detection
Conclusion
References
An Algorithm of Color Image Mosaic Based on Fourier-Mellin Transform
Introduction
The Principle of Image Registration Based on Fourier-Mellin Transform
Phase Correlation Theory [3]
Computing Relative Rotation Angle and Scale Factor [4] Using Fourier-Mellin Transform between Two Images
The Algorithm of Color Image Mosaic
Experimental Result
Conclusion
References
Automatic Color Cast Detection Algorithm for Surveillance Video Sequence Based on Color Histogram Characteristic
Introduction
Algorithm Design
Algorithm Principle
Algorithm Flow
Experimental Results and Analysis
Conclusion
References
Authentication System That Mobile Terminal Serves as a Key Carrier
Introduction
Working Principle
Composition of Modules
Work Processes
Key Generation Processes
File Encryption and Decryption Process
System Implementation
Conclusion
References
Research of 3D Stratum Model and Cutting Algorithm Based on DEMs-TEN
Introduction
3D Stratum Model DEMs-TEN
The Stratum Cutting Algorithm Based on DEMs-TEN
Related Definition
Cutting Model and Algorithm
The Generation of Cutting Plane
Simulation Example
Conclusions
References
Images Registration Based on Mutual Information and Nonsubsampled Contourlet Transform
Introduction
The Principle of Mutual Information
The Principle of the Nonsubsampled Contourlet
Nonsubsampled Pyramid
Nonsubsampled Direction Filter Bank
Image Registration Procedure
The Results of Image Registration
Conclusion
References
Signal Reconstruction Based on Block Compressed Sensing
Introduction
Compressed Sensing
Reconstruction Algorithm for Block CS
Block Compressed Sensing
Classify the Blocks
Reduce the Blocking Effect
Algorithm Description
Conclusions and Future Words
References
Image Segmentation Using the Multiphase Level Set in Multiple Color Spaces
Introduction
Basic Concepts and Techniques
Color Space
Review of the Multiphase Chan-Vese Model
Chen-Vese Method with Improvement
Implementation and Results
Conclusion
References
No-Reference Video Monitoring Image Blur Metric Based on Local Gradient Structure Similarity
Introduction
Algorithm Characteristics
NR Video Image Blur Characteristics Analysis
CSF Model of HVS
Blocking and Extracting Process of Gradient Image
NGVM Algorithm
Experimental Result and Analysis
Conclusion
References
A Simple Semi-automatic Technique for 2D to 3D Video Conversion
Preface
Concepts and Methods
Depth Image
Watershed Segmentation
Active Contour Model
Procedures
General Idea
Concrete Steps
Experimental Results
Conclusion
References
Variable-p Iteratively Weighted Algorithm for Image Reconstruction
Introduction
Image Reconstruction for Compressed Sensing
Variable-p Iteratively Reweighted Algorithm
Iteratively Weighted lp Norm Algorithm
Selection of Parameter p
Numerical Experiments and Analysis
Reconstruction Effect Comparison
Performance with the Change of Measurements
Discussion and Conclusion
References
Video Frame Quality Assessment Using Points Calculation in High Dimensional Space
Introduction
Image Calculation in High Dimensional Space
Covering Algorithm
Experimental Results
Conclusions
References
IGC: An Image Genre Classification System
Introduction
Previous Research
MPEG-7 Descriptors and Image Description
Image Genre Classification
The Proposed Cartoon Image Classification System
The Proposed Architecture
Feature Extraction Module
Classification Module
Simulation and Results
Environments
Result
Conclusion
References
A Cartoon Image Classification System Using MPEG-7 Descriptors
Introduction
Previous Research
MPEG-7 Descriptors and Image Classification Systems
Cartoon Image Classifications
The Proposed Cartoon Image Classification System
The Proposed Architecture
Feature Extraction
Classification Module
Simulation and Results
Environments
Result
Conclusion
References
Denoising of Coal Flotation Froth Image Using Opening and Closing Filters with Area Reconstruction and Alternating Order Filtering
Introduction
Foundation of Gray Scale Morphology
Gray Scale Dilation and Erosion
Opening and Closing Operation
Morphological Image Smoothing
Selection of Structuring Elements
Design of Opening and Closing Filter Based on Area Reconstruction
Processing Results of Opening and Closing Filter Based on Area Reconstruction
Conclusion
References
A Novel Image Coding Method with Visual Cortical Model
Introduction
Region Segmentation Based on SCM
Representation for Irregular Regions
Experimental Results and Analysis
Conclusion
References
Experiments on Automatic Seam Detection for a MIG Welding Robot
Introduction
Methodology
Camera Calibration
Hand-Eye and Robot Calibration
Seam Detection
Image Matching
Experimental Results
Experimental Setup
Pre-processing
Seam Point Detection
Stereo Matching
Welding
Conclusion
References
Spatially Variant Mixtures of Multiscale ARMA Model for SAR Imagery Segmentation
Introduction
SVMMARMA Model of SAR Imagery
Parameter Estimation and EM Algorithm of SVMMARMA Model
Classifier for SAR Imagery Segmentation
Experimental Results and Analysis
Conclusion
References
Study of Image Segmentation for MR Diffusion Weighed Image Based on Active Contour
Introduction
Minimization Algorithm
Solution of Minimization Algorithm
Experiments and Results
Conclusion
References
Image Enhancement of X-Ray Film Base on Mutil-Scale Retinex
Introduction
Construction of Film System
Multi-Scale Retinex (MSR) Algorithm
The Theory of Algorithm
MSR Algorithm
Processing Results and Analyses
Conclusions
References
Contourlet-Based Error-Amended Sharp Edge Scheme for Image Zooming
Introduction
EASE Interpolation Scheme
Contourlet Transform and CEASE
Results and Discussions
Conclusions
References
A Solution of Multiple Targets Tracking for Linear CCD Based Optical Positioning System Applied to Image Guided Surgery
Introduction
Methods
Single Surgery Instrument Tracking (SSIT)
Multiple Surgery Instruments Tracking (MSIT)
Experiments Results
Discussions
Conclusion
References
Research on Tracking Algorithm of Moving Target in Complex Background
Introduction
Analysis of Existing Algorithm
The Camshift Algorithm
The Kalman Filter
Algorithm Design
Experiments
Conclusion
References
An Improved Image Data Hiding Method Using Two-Layer Embedment Strategy
Introduction
The Proposed Method
Experimental Results
Conclusions
References
Intelligent Information Fusion
A Hierarchical Situation Assessment Model Based on Fuzzy Bayesian Network
Introduction
Fuzzy Bayesian Network for Situation Assessment
Bayesian Networks
Fuzzy Bayesian Network Model
Hierarchical FBN Model
Structure of Hierarchical FBN Model
FBN Model Inference
Experiment and Results
Example
Simulation
Conclusion
References
Wavelet Multi-Resolution Analysis Aided Adaptive Kalman Filter for SINS/GPS Integrated Navigation in Guided Munitions
Introduction
The GPS/INS Nonlinear Filtering Model
State Model
Measurement Model
Wavelet Multi-Resolution Analysis for SINS /GPS Output Analysis
Integrated Navigation System Based on WMRA Aided AKF
The Concept of WMRA Aided Adaptive Kalman Filter
The Architecture of SINS/GPS Integrated Navigation System
Simulation Results
Simulation Results
References
Multi-satellite Combined Orbit Determination Parameterized Fusion Model and Weighting Iterative Estimation Algorithm
Introduction
Satellite COD Parameterized Fusion Model
Dynamics High Precision Denotation Model
Sparse Parameter Model of Orbit Deviation
Time Sequence Model of Orbit Residual Error
COD Parameterized Fusion Model
COD Integrative Fusion Model Optimal Estimation Algorithm
Weighting Iterative Estimation Method
The Combined Optimal Estimation Algorithm
Simulation Application and Precision Analysis
Simulation condition
Results and Explanation of COD Simulation
Brief Conclusion
Conclusions
References
A Tentative Idea of a Novel Consensus Fusion Method for Multi-sensor
Introduction
Consistency Value
Consistency Value Based on Exponential Function
Weight Assignment
Fusion Estimation
Experimental Evaluation
Conclusion
References
Intelligent Information Retrieval
Melody Recognition System Based on Overtone Series Theory
Introduction
Theoretical Analysis
Human-Computer Interaction of Fixing Pitch and Humming Errors Processing
Human-Computer Interaction Process
Pitch Computational Model Based on Overtone Series Theory
MIHS
Experimental Results
Conclusion
References
Markov Graphic Method for Information Retrieval
Introduction
Markov Network and Its Application in Information Retrieval
Markov Graph Method for Information Retrieval Model
Markov Network Construction
Definition of Term Relationship
Retrieval Model
Experiments
Feature Selection
Experiment Results
Conclusion
References
Shot Boundary Detection Based on Distance Separability
Introduction
Video Feature Selection
Detection Algorithm Based on Distance Separability
Preparation
Construction of Evaluation Function
Calculation of F Value Curve
Adaptive Threshold Selection
Experiments and Results
Conclusions and Prospect
References
The Research of Sub-domain Color Histogram Based on Weight
Introduction
Histogram Introductions
Basic Idea and Related Definitions
Shot-Cut Detection Algorithm Processes Based the Sub-domain Histogram
Experimental Results
Conclusion
References
Image Annotation Based on Central Region Features Reduction
Introduction
Related Works
Annotation Based on Central Region Feature Reduction
Central Region Feature Exaction
Feature Reduction
Image Annotation
Experiment
Conclusion
References
Research of Image Retrieval Algorithms Based on Color
Introduction
Color Space
RGB Color Space
HSV Color Space
Feature Extraction
Color Histogram
Cumulative Color Histogram
Color Histogram Based on Partitioning
Color Histogram Based on Representative Color and Partitioning
Similarity Matching
Histogram Intersection
Euclidean Distance
Quadratic Distance
Experiment and Evaluation
Approach of Evaluation
Experiment
Conclusion
References
Intelligent Signal Processing
A Algorithm Based on Adaptive Smoothing and Mixed Probability Model
Introduction
According to Strong Interference Detection Algorithm - Adaptive Smoothing
Filter Method Base on Adaptive Smoothing and Mixed Probability Mode
Algorithm Testing
Conclusion
References
Discrete HARWHT and Discrete Fractional HARWHT Transforms
Introduction
Review of Kronecker Product
Discrete HARWHT and Fractional HARWHT Transform
HARWHT Transform
The Discrete Fractional HARWHT Transform
Properties HARWHT
Experimental Results
Conclusions
References
An Improved GTS Transmission Algorithm for Marine-Environment Monitoring WSN Systems
Introduction
Star Topology WSN Architecture for Marine-Environment Monitoring
IEEE 802.15.4 Mac Protocol
The Structure of Superframe
GTS Mechanism
Previous Work
Proposed Delay-Category-GTS Algorithm
Simulation Results
Parameters Setting
Results and Analysis
Conclusions
References
A Multidimensional Scaling Analysis Algorithm of Nodes Localization Based on Steepest Descent in Wireless Sensor Networks
Introduction
Unconstrained Optimization Method
A Distributed Node Localization Algorithm Based on Steepest Descent Method
Simulation and Result Analysis
Relationship between Connectivity and Positioning Error
Analysis of Convergence Performance of Algorithm
Conclusions
References
A Novel PTS Scheme for PAPR Reduction in OFDM Systems Using Riemann Sequence
Introduction
Distribution of the PAPR
PTS Techniques for PAPR Reduction
The Conventional Partial Transmit Sequence
Novel PTS Scheme with the Riemann Sequence
Conclusions and Future Work
References
P300 Feature Extraction for Visual Evoked EEG Based on Wavelet Transform
Introduction
Basic Algorithm Theories
Experimental Paradigm and Data Description
Visual Evoked EEG Feature Extractions
Results and Analysis
Conclusions
References
A New Blind Estimation of MIMO Channels Based on HGA
Introduction
System Model
Subspace Algorithm for Blind Estimation of MIMO Channels
Blind Estimation of MIMO Channels Based on HGA
Simulation
Conclusion
References
The Blind Equalization Algorithm Based on the Feedback Neural Network
Introduction
The Foundational Principle of Blind Equalization Algorithm
The Blind Equalization Algorithm Based on FFNN
The Structure and the State Algorithm Based on FFNN Controller
The Iteration Formula of FFNN Blind Equalization Algorithm
Computer Simulation Results
Conclusion
References
Knowledge Representation
Spatial Representation and Reasoning: Integrating Synthetic Character's Visual Perception and Symbolic Representation
Introduction
Visual Perception, Imagery, and Spatial Representation
Qualitative Spatial Reasoning
qsr and Modal Logics about Spatial Knowledge
qsr Based em Spaces of Subsets
Concluding Remarks
References
Dynamic Description Logics Based Semantic Web Services Composition
Introduction
An Overview of Dynamic Description Logics
Syntax and Semantic of DDLs [4]
DDLs and Semantic Web Services
DDLs Based Semantic Web Service Description
The Algorithm of DDLs Based Web Services Composition
An Example
Related Works
References
Blind Source Separation Based on Power Spectral Density
Introduction
Blind Sources Separation Model
Power Spectral Density and Cross-Spectral Density
Energy Spectral Density and Power Spectral Density
Cross Spectral Density
Power Spectral Density Blind Source Separation
Time-Frequency Analysis and Wigner-Ville Distribution
The Principles of Power Spectral Density Blind Source Separation
Summary Alogrithm
Simulation and Synthetic Signals
Random Signal
Nonstationary Signal
Conclusion
References
Machine Learning
Anomaly Detection in Categorical Datasets Using Bayesian Networks
Introduction
Related Work
Association Rule Based Methods
Nearest Neighbor Based Methods
Information Theory Based Method
Bayesian Network Based Approaches
Proposed Method
Anomaly Definition
Bayesian Network Structure
AD Tree
Scoring Technique
Experimental Evaluation
Datasets
Training and Testing
Results
Conclusion and Future Work
References
Detecting Overlapping Communities in Social Networks by Game Theory and Structural Equivalence Concept
Introduction
Problem Statement
Related Work
Proposed Framework
PSGAME
NGGAME
Experiments
Real World Graphs
Benchmark Graphs
Conclusion and Future Work
References
A New Metric for Greedy Ensemble Pruning
Introduction
Related Work
Proposed Metric
Experiments
Data Sets and Experimental Setup
Experimental Results
Conclusion
References
Fuzzy Clustering Based on Generalized Entropy and Its Application to Image Segmentation
Introduction
The Unified Model Based on Generalized Entropy
Fuzzy Clustering and Image Segmentation Based on Generalized Entropy
Fuzzy Clustering Based on the Generalized Entropy
Image Segmentation Based on Generalized Entropy
Experimental Study
Conclusions
References
Study on Multi-objective Dynamic Job Shop Scheduling
Introduction
Description of Dual-Resource JSP
Problem Description
Objective Function
Petri Net Model
Parikh Vector Constraints
Controller Design of Petri Nets with Uncontrollable Transitions
GA Algorithm Based on Pareto
Case Study
Petri Net Model
Simulation Results
Conclusion
References
Automatic Discovery of Subgoals Based on Improved FCM Clustering
Introduction
Option Method and Analysis
Subgoal Discovering Method
State Space Clustering
Discover Subgoals
Options Create
Experiment Result and Analysis
Conclusions
References
Manifold Ranking-Based Locality Preserving Projections
Introduction
Locality Preserving Projections
Manifold Ranking-Based LPP (MRLPP)
Manifold Ranking
MRLPP
Experimental Results and Analyses
Yale Face Database
WANG Database
Multiple Features Database
Experimental Analyses
Conclusions and Future Work
References
Active Learning for Sparse Least Squares Support Vector Machines
Introduction
Least Squares Support Vector Machines
Active Learning and LSSVM
Active Learning
Active Learning for Sparse LSSVM Algorithm
Experiment and Result Analysis
Data Set
Metrics and Test Methods
Comparison of Active Learning and Random Sampling Experiment
Experiments on Accuracy and Sparse Rate of AL-LSSVM
Preparation
References
Naïve Bayes vs. Support Vector Machine: Resilience to Missing Data
Introduction
Naïve Bayes Classifier vs. Support Vector Machine Classifier
Naive Bayes Classifier
SVM Classifier
Missing Data Mechanisms
Experimental Setup and Results
Data Sets
Evaluation Metrics
Workbench and Methodology
Result and Analysis
Conclusions
References
Mining at Most Top-K% Spatio-temporal Outlier Based Context: A Summary of Results
Introduction
Related Work
Basic Concepts and Statement of Modeling
Modeling of at Most Top K% Spatio-Temporal Context Detection
Analysis for Model
Mining TopSTCODs
Experimental Evaluation
Effect of Number of Time Slots
Effect of Parameter K
Conclusion
References
SD-Q: Selective Discount Q Learning Based on New Results of Intertemporal Choice Theory
Introduction
Findings of Intertemporal Experiments
Overview of Reinforcement Learning
Reinforcement Learning
Q Learning
SD-Q Learning Based on New Results of Intertemporal Choice Theory
Experiments
Conclusions
References
Principled Methods for Biasing Reinforcement Learning Agents
Introduction
Maze World
Bias Design
Q-Learning
Learning Model
Learning Mechanism
Learning Algorithms
Conclusions
References
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Artificial Intelligence and Computational Intelligence

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