NDLI: CB-TFA to RVM on Large Scale Problems

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2013 Sixth International Symposium on Computational Intelligence and Design

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Volume 1 - 2009

Cover Art - Volume 1

Title Page i - Volume 1

Title Page iii - Volume 1

Copyright Page - Volume 1

Table of Contents - Volume 1

Preface - Volume 1

Committee Lists - Volume 1

Reviewers List - Volume 1

Formal Derivation of the Maximal Contiguous Subsequence Sum Problem with PAR Method

Relative Transformation with CamNN Applied to Isometric Embedding

Fault Diagnosis of Analogue Circuits Using Hyper-sphere SVM and AdaBoost

Reverse Bandwagon Profile Inject Attack against Recommender Systems

Application of Simulated Annealing Algorithm in Pest Image Segmentation

Mining Association Rules in Relation of Quantitative Attribute by Coordinating Data

A Research on Showing Ways of Virtual Garments Profile

Research and Implementation of Evolution Cipher Chip

Intelligent Simulation Technique for Interactive Control Plant Shapes

Target Tracking Based on a New Adaptive Genetic Algorithm

A New Method for Sequential Fault Diagnosis Based on Ant Algorithm

Solving Large-Scale TSP Using Adaptive Clustering Method

The Research for Knowledge Management System Oriented Aircraft Engine Tools Design

Adaptive Defogging of a Single Image

An Image Enhancement Method Based on Gamma Correction

A Novel Corner Point Detector for Calibration Target Images Based on Grayscale Symmetry

Finer Granularity Clustering for Opinion Mining

A Fuzzy Immune PID Controller for Electronic Throttle

Sparse Representation Classification for Image Text Detection

Monitoring Research of Mine IFH Based on IVR

An RFID Reader Coordination Model for Data Process

An Adaptive Hybrid Particle Swarm Optimization

The Satisfaction Degree Control Mining Method Applied in the Airport Emergency Rescue Scale Decision-Making

AMS: A New MAC Protocol for Underwater Acoustic Networks

Design and Realization of Feeder Terminal Unit Based on DSP

Product Processing Post Task Performance Quantitative Analysis and Application

Bearing-Only TMA Based on Improved Particle Swarm Optimization

A High-Speed and Long-Period Combined Pseudo-random Number Generator

The Research on Controlling Method of Loom Warp Tension

Research on the Promote Mechanism for Creation Industry Development Based on Integrate Design Idea

Dynamic Connection and Coordinated Control Model of Mining Areas Social-Economic System

Knowledge Fusion and Evaluation System with Fusion-Knowledge Measure

A Non-linear Finite Element Analysis of Car Engine Mounting System Rubber Components

Agent Based Simulation Research of Mobile Commerce Value Chain

Attribute Reduction Algorithm Research Based on Golden Section and Back Elimination

A Modified SVM Classifier Based on RS in Medical Disease Prediction

The Applied Research of Dynamic Clustering Algorithm in Identifying Vegetable Oil Species

Application of the Image Retrieval Technique on the Education Resources Image Database

Research of Education Resource Distributed Query Technology Based on Grid

A Method Based on Iterative-Classification for Improving Clustering Results

Study on the Relationship between Diffusion Theory and Product Creation

Fast Algorithm for Computing the Minimal Polynomials of Gaussian Periods

A Joint Channel Estimation and Multiuser Detection Method for Flat Fading CDMA Systems

Pinning Synchronization Control of Stochastic Neural Networks with Time Delays

New Stability Analysis for Switched Neutral Systems

The Research of an Approach to Design Local Area Network Topology Based on Genetic Algorithm

The Conception and Effectiveness of the Sustainable Development of Universal Design in Aging Society

A Novel Optimization Model for Sequencing Final Assembly Shops

Operation of Reservoir Based on Chaos Ant Colony Algorithm

Analysis of Coronary Arterial Dynamics from X-ray Angiographic Sequences

Highway Pavement Subsurface Layer Detection Using Air-Launched GPR

An Improved Particle Filtering Algorithm for Out-of-Sequence Measurements

Equivalent Inertia Moment in Linear Stability Calculation of Stepped Beam

The Comprehensive Safety Assessment of Earthfill Dam Based on Multi-stratum Fuzzy Evaluation

Design of Testing Struture in Microprocessor Based on JTAG

Research on Wireless Positioning System Based on the Principle of Phase Interferometer and its Implementation

A Fast Eye Localization Algorithm Using Integral Image

Selection of Minimum Support Degree with Rate of Frequent Items

A Tabu Search Algorithm for the Protein Folding Problem

Learning of Neural Networks Based on Weighted Mean Squares Error Function

A New Stochastic Restricted Liu Estimator in Weighted Mixed Regression

The Design of the Substation Simulation Model of Distributed Virtual Environment

Research on the Characters of Interior System of Railway Passenger Car

Artificial Neural Network Co-optimization Algorithm Based on Differential Evolution

Integration of Multiple Fuzzy Matrix _SOFM of Web Users Access Pattern Mining

Research on Users' and Designers' Product Color Perception

Extracting Query Expansion Terms Based on User's Search Behavior

Modeling and Simulation of Screw Axis Based on PSO-BP Neural Network and Orthogonal Experiment

A New Fuzzy PI Control Algorithm for Marine Electric Governor System

Model Base Management System Meta Model Design

An Energy and Load-Based Routing Algorithm in Wireless Sensor Network

The Forecast for the Wear Trend of the Diesel Engine Based on Grey Markov Chain Model

On the Bilingual Teaching Practice of "Industrial Design History"

Hallucinating Faces by Interpolation and Principal Component Analysis

Research on Domain Requirement Analysis Method Used Ontology

Operation Pattern Recognition and Control for an Electric-Hydraulic Type AMT

A Quick Algorithm to Track Welding Line Based on Computer Vision

An Iterative Electrical Capacitance Tomography Image Reconstruction Algorithm

Cooperative Fusion of Stationary Wavelet Transform and Non-subsampled Contourlet for Multifocus Images

Digital Images Clarity Quality Evaluation Using Non-subsampled Contourlet Transform

Texture Image Classification Using Non-subsampled Contourlet Transform and Support Vector Machines

Improve the Usefulness of Skyline Analysis in Cloud Computing Environments

Operation Pattern Recognition and Control for Super Capacitor Braking Energy Regeneration System of Micro EV

A Novel Association Rule Decision Algorithm Based on Knowledge Space

An Efficient Knowledge Discovery Method Based on Swarm Intelligence

QoS Routing by Genetic Algorithm for LEO Satellite Networks

Novel Method for Construction Enterprise Management Based on Improved ACO

A Mathematics Education Emulation Software Based on Common Object Model

Improved PP Model for Real Estate Investment Evaluation

An Embedded Image Processing System Based on WinCE

CB-TFA to RVM on Large Scale Problems

A Dynamic Pricing Model for E-commerce Based on Data Mining

Study on Features Extracion Algorithm Based on Improved Genetic-Immune Algorithm in NIDS

Controller Design on Dynamic Positioning of Nonlinear Offshore Platform under Stochastic Wave

Stability of TCP-Like Congestion Control Algorithm

Covert Channel Detection Based on Scale-Free Networks Theory

Research and Practice of Kitchen Knives Set Design Based on Scenario-Oriented Design

The Forecasting of Human Resource Supply Based on RBF Neural Network and Markov Transfer Matrix

Orthogonal Optimization Algorithm of Swarm Intelligence Based on the Analysis of Variance Ratio

Several Key Technologies of the Computer Simulation of the Welding Process

Research on Users of Household Soymilk Makers Based on Goal-Directed Method

Efficient Method for Rapidly Detecting Circles Based on Edge-Tracking

Privacy Preserving Classification Algorithm Based on Random Multidimensional Scales

Study on the Recommendation Technology for Tourism Information Service

Design of a New Three-Phase Multi-rate Watt-Hour Meter Based on AT89S52

Design of Client Program Based on OPC for Remote Monitoring System

Modeling of Moisture Test for Grain Based on BP Neural Network and Dielectric Loss Factor

Study of Insulation Monitoring Device for DC System Based on Multi-switch Combination

The Use of Web Resources Based on Intelligent Algorithm for Math Education

Application and Exploration of Travel-Service and Information System Based on Web Service

A New Compatible Parallelogram Thin Plate Element

The Design of Microcomputer Control System for Step Motor

The Property of Imprecision Including the Fuzziness and the Roughness

Study on the Agricultural Expert System of Similarity Rough Set Optimizing Case Reasoning

An Optimized Model for Blasting Parameters in Underground Mines' Deep-Hole Caving Based on Rough Set and Artificial Neural Network

Study on Product Design and Development Based on Design Knowledge Base

Implementing a Serial ATA Controller Base on FPGA

A New Four Dimension Virtual Reality Modelling Method

Phase Field Based Texture Image Segmentation Using Shape Prior Technology

Research and Application of Two-Player Game Model of the Ceramic Pattern Cooperative Design

A Coordinate-Based Quantitative Directional Relations Model

Research on MPLPC Excited-Pulse Abstract Algorithm

Modeling Fleet Planning Strategy Based on Multimode Investment

Stepper Motor Subdivided Control System Based on SOPC Technology

A Load Balancing Based Model for Dynamic Web Service Selection

Design of the Different Multi-processors System Based on TFG Model

An Open Laboratory Management System Based on Fingerprints Recognition

Using Semantic Web for Information Retrieval Based on Clonal Selection Strategy

An Image Retrieval Algorithm Based on Color Segment and Shape Moment Invariants

On the User Research Method Based on OMUKE and UPPA

Research and Implementation of the Hardware/Software Co-design Based on Structure Test Model of SoC

Efficient Relaxed XML Path Query Matching Based on Extended Dewey Labeling Scheme

The Design of Intelligent Transfusion System Based on Computer Vision

An Improved Genetic Algorithm Based on J1 Subdivision and Fixed Point

Study of Technique of Edge Detection Based on Curvelet Transform

Energy Equalizing Routing Algorithm for Wireless Sensor Networks

Magnetic Circuit Design Based on Circumferential Excitation in Oil-Gas Pipeline Magnetic Flux Leakage Detection

Model and Algorithm of Dynamic Wagon-flow Allocation on Uncertainty Conditions

A Novel Framework for Nominal Entity Recognition

Development and Application of a Virtual Simulation System for Tunnel Boring Machine

Multi-scale Markov Random Field Based Fabric Image Segmentation Associate with Edge Information

Author Index - Volume 1

[Publisher information - Volume 1]

2008 International Symposium on Computational Intelligence and Design

CB-TFA to RVM on Large Scale Problems

Content Provider	IEEE Xplore Digital Library
Author	Gang Li Shu-Bao Xing Hui-feng Xue
Copyright Year	2009
Abstract	RVM enables sparse classification and regression functions to be obtained by linearly-weighting a small number of fixed basis functions from a large dictionary of potential candidates. TOA on RVM has O(M3) time and O(M2) space complexity, where M is the training set size. It is thus computationally infeasible on very large data sets. TFA was put forward to overcome this problem ,but it is not perfect to large scale problems. We propose CB-TFA based on TFA. CB-TFA decompose large datasets to data blocks, get the solution by chain iteration, taking TFA as basis algorithm, reduce the time complexity further more while keeping high accuracy and sparsity simultaneously. Regression experiments with synthetical large benchmark data set demonstrates CB-TFA yields state-of-the-art performance.
Starting Page	359
Ending Page	362
File Size	2634085
Page Count	4
File Format	PDF
ISBN	9780769538655
DOI	10.1109/ISCID.2009.98
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2009-12-12
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	RVM Large-scale systems machine learning CB-TFA Computational intelligence
Content Type	Text
Resource Type	Article

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