NDLI: KPCA Based on LS-SVM for Face Recognition

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2009 Third International Symposium on Intelligent Information Technology Application

2008 Second International Symposium on Intelligent Information Technology Application

Volume 3 - 2008

Volume 2 - 2008

Table of contents - Volume 2

Message from the IITA 2008 Symposium Chairs - Volume 2

Organizing Committees - Volume 2

Committee Members - Volume 2

Research of Hybrid Genetic Algorithm in N-Queen Problem Based on HCI

Data Distribution Strategy Research on ESS

The Research on BP Neural Network Model Based on Guaranteed Convergence Particle Swarm Optimization

Load Balancing Algorithm Based on Predictive Packet Loss Rate

Clustering Description Extraction Based on Statistical Machine Learning

Recognizing Textual Entailment Based on WordNet

Research and Application of the Descriptive Model of Costing Process Based on Active-Based Costing

A Stability Determining Algorithm on Fuzzy Rules Based on the Theory of Phase Track

Improving Keyphrase Extraction Using Wikipedia Semantics

A Direct Segmentation Algorithm Based on Adaptive Fuzzy c-Elliptotype Clustering in Reverse Engineering

The Fuzzy Clustering Algorithm Based on Weighted Distance Measures for Point Cloud Segmentation

An Improved Ant Colony Algorithm for the Logistics Vehicle Scheduling Problem

The Integrated Methodology of Rough Set Theory and Artificial Neural-Network for Construction Project Cost Prediction

Full-Searching-Equivalent Vector Quantization Method Using Orthogonal Projection

Formal Semantics of BPMN Process Models Using YAWL

Ant Colony Optimization Algorithm Based on Adaptive Weight and Volatility Parameters

Linear Neighborhood Spread: A Way for Semi-Supervised Learning

A New Algorithm for Mixture Splitting Based on DBC

The Combining Kernel Principal Component Analysis with Support Vector Machines for Time Series Prediction Model

The Recognition of New and Old Banknotes Based on SVM

Unsupervised Segmentation for Color Image Based on Graph Theory

Research of Traffic Flow Forecasting Based on Neural Network

Rough Set Based Attribute Reduction and Extension Data Mining

Application Research on the Simulated Annealing in Balance Optimization of Multi-Resource Network Planning

An Improved Clonal Selection Algorithm and Its Application in Function Optimization Problems

Spam Detection Using Dynamic Weighted Voting Based on Clustering

A Particle Filter Based Algorithm for State Estimation of Dim Moving Point Target in IR Image Sequence

Research of Model Structure Selection Based on Genetic Algorithm

Algorithm of Relational Back in Image Retrieval Using SPA

Semantic-Based Image Retrieval Using Fuzzy Domain Ontology

The Technology of Selective Multiple Classifiers Ensemble Based on Kernel Clustering

Robot Path Planning Based on Adaptive Isolation Niche Genetic Algorithm

An Improved Algorithm for Searching Local Optimal Path in Intelligent Transport System

Knowledge Based Learning Action Analysis in Online Co-Learning

Research on Mutation Condition Model of Enterprise System Evolution

Client-Server, Concurrent Information for E-Commerce

The Key Technologies of Heterogeneous Data Integration System Based on Ontology

The Camouflage Evaluation Model Based on Slack-Based Measure of Super-Efficiency DEA

Availability Analysis and Evaluation of Multi-Layer Supply Chain Services Based on Web

The Research of Relay Protection System Based on Multi-Agent

An Enhanced Recommendation Technique for Personalized E-Commerce Portal

Research on Collaborative Decision-Making Optimization of Intelligent Information Service Alliances

Development and Implementation of Automatic White Balance Based on Luminance Compensation

The Comparison of Two Typical Corner Detection Algorithms

Modeling and Scheduling Interruptable Multi Batching Server System

Research of Instruction Monitor System Based on Process Management

Design of a Medical Sensor's Key Circuits Based on Evolvable Hardware

MCU Interface Based Golay Coder & Decoder in SoC Realization

The Application of Self-Adaptive Kalman Filter in NGIMU/GPS Integrated Navigation System

Dependent Linguistic OWGA Operator

Study of Direct Acquisition of GPS P-Code in Low-SNR

Hydraulic Monitoring System Based on LabVIEW

An Obstacle Segmentation Approach in ALV System

Vision-Based Human Motion Analysis for Event Recognition

A New Self-Deployment Algorithm in Hybrid Sensor Network

Survivability Analysis for Embedded Real-Time System

Zero-Hardened SRAM Cells to Improve Soft Error Tolerance in FPGA

Study on Antenna Radiation Using Multi-Resolution Time Domain

The Design and Analysis for CPW-Fed Broadband Microstrip Slot Antenna

Research of PSO-BP Optimal Algorithm in Material Moisture Measurement

Trademark Image Retrieval Using Region Zernike Moments

Robust Voice Activity Detection Based on Spectral Entropy and Two-Stage Mel-Warped Wiener Filtering

A Medical CT Image Enhancing Algorithm Based on the Mixture Scope Model of Wavelet Multi-Scale Transform

An Error Resilient Coding Scheme for Video Transmission Based on Pixel Line Decimation

Pedestrian Detection Based on Hybrid Features

Edge Detection of Image on the Local Feature

Specific Human Detection from Surveillance Video Based on Color Invariant Moments

Word Learning Using a Self-Organizing Map

A Novel Lossy Image Compression Scheme Based on Hilbert Curve and VQ Suitable for Fast Window Query

An Adaptive Median Filter for Image Denoising

Research on the Knowledge Transfer in Academic Blog

A Copyright Protection Scheme for Digital Images Based on Operations over Finite Groups

Detection of Surface Cleanliness Based on Image Recognition

Face Recognition Based on a Single Image and Local Binary Pattern

Interactive Visualization of Space Science Data in Virtual 3D Scene

Unsupervised Texture Image Segmentation Based on Gabor Wavelet and Multi-PCNN

A Multi-Feature Fusion Approach to Image Classification Based on Vague Set

Image Classification by Labeled Data in Similar Topics

Research on NFE Model of Multi-Sensor Information Fusion

An Adaptive Morphological Filter Based on Multiple Structure and Multi-Scale Elements

A New Image Adaptive Filter Using Local Homogeneity

A Methodology of Knowledge Management Based on Ontology in Collaborative Design

Dependability Analysis of a Parallel Computer for MRI Image Reconstruction

Evaluating Method of Human Resource Value Based on Grey Relational Analysis

Segmentation of Fingerprint Images Using Support Vector Machines

Optimization and Simulation of Phase Contrast Imaging

A New Image Segmentation Approach with Structure Tensor and Random Walk

Automatic Detection of Salient Object Based on Multi-Features

An Improved Sub-Pixel Edge Detection Method and Application in Measurement of Spring Dimension

An Image-Based Circle Extraction Method of Three-Dimensional Point Cloud Data

Design for Robustness Black-White Color Interconversion CNN

Modeling of Digital Spectrum Based Ultrasonic Attenuation about Void Content in CFRP

Polytomous IRS with Application in Concepts Diagnosis and Clustering on Fraction Subtraction for Pupils

An Integration of Concept Structure Analysis and S-P Chart with Application in Equality Axiom Concepts Diagnosis

SD-MOP-MAE Integrated Approach for Eco-Campus Construction

A System Dynamics Approach for Developing Zone Water Demand Forecasting: A Case Study of Linkong Area

A Study on Analyzing the Channel Characteristics of Low-Voltage Powerline under Coal Mine

Fast Implementation for Modular Inversion and Scalar Multiplication in the Elliptic Curve Cryptography

Automated On-Line Fast Detection for Surface Defect of Steel Strip Based on Multivariate Discriminant Function

A Method of Oil Spill 3D-Visualization in Jiaozhou Bay

Research and Design of Methane Gas Inspection Tour System Based on Low-Power SCM MSP430F149

Research on the Stability Problem of Hydroelectric Station Penstock under External Pressure

Solving 0-1 Knapsack Problems by a Discrete Binary Version of Differential Evolution

Sound Radiation from a Finite FGM Cylindrical Shell Covered with a Compliant Layer

The Application of Safety Simulation Technology in the Fault Diagnosis of the Chemical Process

Comprehensive Assessment of Water Quality Eutrophication in Scenic Water Bodies by the Combination of Fuzzy Cluster and Grey Cluster

Quantitative Assessment and Prediction for Industrial Economy Development Stress on Eco-Environment

Application Genetic Neural Network in Lithology Recognition and Prediction: Evidence from China

UKF Based Self-Organizing Feature Maps Algorithm for the Recognition of Splice Sites

An Active Learning Method for Mining Time-Changing Data Streams

SVM Classifier for Analog Fault Diagnosis Using Fractal Features

The MDR Algorithm for Edge Detection on Change-Point Theory

The Application of Visualization Technology on E-Commerce Data Mining

Discriminate Brain States from fMRI Images Using Fuzzy Support Vector Machines

A Graph Partition-Based Soft Clustering Algorithm

Safety Analysis for Complex Systems Based on Petri Nets and Reachability Trees

A Dynamic Pattern Classifier for Complex Information Systems Based on Fuzzy Petri Nets

Construction of Synopsis for Periodically Updating Sliding Windows over Data Streams

Real-Time IDS Using Reinforcement Learning

Reinforcement Learning Based on Active Learning Method

Genetic Ink Drop Spread

Object Tracking Using Particle Filter Based on Color Correlogram

An Adaptive Kernel Density Estimation for Motion Detection

Enhanced Pareto Particle Swarm Approach for Multi-Objective Optimization of Surface Grinding Process

Integration of Fuzzy Neural Network Algorithm and Kirkpatrick Model and Its Application on FFPL Performance Measurement

Evolutionary Coordinative Foraging Algorithm Based on Hawk-Dove Game

An Improvement of Chinese Characters Location Algorithm Based on Video

KPCA Based on LS-SVM for Face Recognition

The Application of Intelligent Control in Precision Positioning

Research on Concurrency Control in CAD Cooperative Design Based on HLA

A Survey on the Parallel Robot Optimization

Brain Emotional Learning Based Intelligent Controller for Nonlinear System

On Robust Stability of Singular Impulsive Systems with State Delay and Structured Uncertainty

Passivity Analysis for Fuzzy Stochastic Neural Net Works with Uncertainty and Time Varying Delays

Research on Map Building by Mobile Robots

Fuzzy Immune Adaptive PID Control for Fermentation Process

Actor and Trust-Based Dynamic Access Control Model in Universal Computing Environment

Moving Vehicle Shadow Elimination Based on Random Walk and Edge Features

A New Fast Random Walk Segmentation Algorithm

Design of Dynamic Access Control Model for Power Market Operating System

The Mobile Control Scheme of Intelligent Manipulator Based on the Digital PID

Design of Two-Dimension DMA Controller in Media Multi-Processor SoC

Fuzzy Neural Network Control of AMT Clutch in Starting Phase

Dynamic Image Processing for Visual Robot Cutting Steel Plate

Performance of Wavelet OFDM in Underground Coal Mine PLCs

Research of Cluster-OFDM System for Underground Coal Mine PLCs

Innovative Model for Underground Coal Mine Power Line Communication Channel Based on Wavelet Scattering Parameters Matrix

An Adaptive Replicas Creation Algorithm with Fault Tolerance in the Distributed Storage Network

The Research on the Validity of the Profit Allocation in Telecom Industry Eco-System

Identification and Equalization Algorithm for MIMO System Based on Higher Order Statistics in Frequency Domain

Research and Design of Intelligent Building Distributed Circumstance Monitor System Based on Wireless Communication

Design of Medical Infusion Monitor and Protection System Based on Wireless Communication Technology

An Outdoor Scattering Channel Model for Dual-Polarized MIMO Systems

ERAntBudget: A Search Algorithm in Unstructured P2P Networks

Memory Management Strategies on TCP/IP Performance for Embedded Application

Design of Wireless Test and Measurement System with High Sampling Rate Based on WSN

A Secure Inter-Domain Routing Protocol

An Error Bound Based HARQ for HSDPA System

Performance Comparison of the STBC-OFDM Decoders in a Fast Fading Channel

An Efficient QoS-Aware Resource Allocation Scheme in WiMAX

An Effective Admission Control for IEEE 802.16 WMN

Overall Energy Efficient Clustering Algorithm in UWB-Based Wireless Sensor Network

Swarm Intelligence Based Energy Balance Routing for Wireless Sensor Networks

An Agent-Based Security Business Data Integration Middleware for Heterogeneous Enterprise Legacy systems

Application of Optical Flow Field for Intelligent Tracking System

Research and Design of Distributed Carbon Monoxide (CO) Concentration On-Line Detection System

Limited Information Based Non-Additive Fault Detection and Diagnosis for CARIMA Model via Fuzzy Logic

Z-AdaBoost: Boosting 2-Thresholded Weak Classifiers for Object Detection

Coordinated Multiple-Target Attack of Multiple UCAVs Using Dynamic Awareness Based on DBN

Design and Realization of Security Model of E-Commerce System

Knowledge Reserving in Privacy Preserving Data Mining

Real-Time Detection and Tracking of Moving Object

An Immunity Based Computer Virus Detection Method with GA-RVNS

Facial Expression Recognition Using Wavelet Transform and Neural Network Ensemble

UDUT Continuous-Discrete Unscented Kalman Filtering

A Study on the Excessive Competition of Circulation Organizations

Interactive and Intelligent Approach for Brain Extraction from High-Resolution Volumetric MR Neuroimages

Causal Links Analysis Based Conceptual Model for Stocks

Using Hybrid Parsing Models as Predictors for a Symbolic Parser

Study of PPStream Based on Measurement

A Method for Extracting the Center of Ring-Structured-Light Stripe

Review of Buffer Generation Algorithm Studies

Ideal Solution Method for Multiple Attribute Group Decision Making under Uncertain Linguistic Environment

The Design Application of a Software: Promoting Deep-Level Reading in the Web-Based Classroom in Chinese Primary School

The Study on Measurement of Non-Life Insurance Output and Added Value in the Context of Catastrophes in China

Steganography Using Sudoku Revisited

A High Capacity Reversible Data Hiding Scheme for Annotation

Prediction of the Anaerobic Systems Based on Neural Network with Multipopulation Parallel Genetic Algorithm

Fuzzy Comprehensive Estimation Model for the Anaerobic System Operation State Based on Fuzzy C-Mean

E-Commerce Security: A Technical Survey

Emergence in Chinese Character Learning

Simulation and Comparison of Zhang Neural Network and Gradient Neural Network Solving for Time-Varying Matrix Square Roots

A Palmprint Recognition Algorithm Based on Harris Synthetically Method

Emergence Mechanisms of Brain Functions from Synaptic Dynamics

Scalable Resilient BGP: Fast Recovery from Transient Inter-Domain Link Failures

A Comparison of Hybrid ARMA-Elman Models with Single Models for Forecasting Interest Rates

Fitting Nonlinear Mixed Models with the NLME Procedure in S-Plus

Adaptive Shrinkage for Image Denoising Based on Contourlet Transform

VQ-Based Oriented Image Tamper Proofing Schemes for Digital Grayscale Images

Structure-Adaptive Anisotropic Filter with Local Structure Tensors

Delamination Growth of Foam Core Composite Sandwich Plate under Harmonic Dynamic Load

Three Dimension Human Body Format and Its Virtual Avatar Animation Application

Application of Neural Network in Prediction of Brassiere-Wearing Effect

The Support Model of Situation Awareness and Business Intelligence to Virtual Enterprise Partner Selection

A Case Study on the Baidupedia Users' Participating Motivations

Aero-Engine Robust H(infinity) Loop-Shaping Controller Design Based on Genetic Algorithm

Application of Particle Swarm Optimization-Based Support Vector Machine in Fault Diagnosis of Turbo-Generator

New Method of Rotating Arc Sensor Welding Seam Information Pick-Up

Contract Net Protocol for Coordination in Multi-Agent System

A Novel Immune Genetic Algorithm for Signal Phase Matching Principle

A Machine Vision System for Continuous Field Measurement of Grape Fruit Diameter

A Scalable Video Coding Scheme for Stereo IPTV

Watershed-Based Texture Image Retrieval

The Analysis of Indicators in Teachers Evaluation Based on Rough Set

Clustering Frequent Itemsets Based on Generators

An Algorithm for Remote Sensing Image Edge Detection Based on Fuzzy Sets

MVDR Beam-Space Pre-Processing for Wideband Sources DOA Estimation

Research on the Generation Approach of Blank Model of Molded Parts

Biologically Motivated Salient Regions Detection Approach

Nonlinear Generalized Predictive Control Based on Online SVR

Development and Implementation of Automatic White Balance Based on Luminance Compensation

Author Index - Volume 2

[Publisher's information - Volume 2]

Volume 1 - 2008

KPCA Based on LS-SVM for Face Recognition

Content Provider	IEEE Xplore Digital Library
Author	Xie Jianhong
Copyright Year	2008
Description	Author affiliation: Sch. of Electron., Jiangxi Univ. of Finance & Econ., Nanchang (Xie Jianhong)
Abstract	Kernel principal component analysis (KPCA) is an improved PCA, which possesses the property of extracting optimal features by adopting a nonlinear kernel function method. Based on the duality between least square support vector machine (LS-SVM) and KPCA, the optimization problem of KPCA can be transformed into the solving of quadratic equations by means of LS-SVM method, and thus leads to the computational complexity being simplified largely. Based on ORL face database, KPCA combined with LS-SVM is applied to realize faces recognition. The experimental results show that KPCA based on LS-SVM has a higher correct recognition rate, and a faster computational speed.
Starting Page	638
Ending Page	641
File Size	441643
Page Count	4
File Format	PDF
ISBN	9780769534978
DOI	10.1109/IITA.2008.234
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2008-12-20
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	KPCA Nonlinear equations Face recognition Optimization methods Computational complexity Least squares methods Support vector machines Databases LS-SVM face recognition Feature extraction Kernel Principal component analysis
Content Type	Text
Resource Type	Article

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