NDLI: From multilayer perceptrons to radial basis function networks: a comparative study

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IEEE Conference on Cybernetics and Intelligent Systems, 2004.

Volume 2 - 2004

Volume 1 - 2004

2004 IEEE Conference on Cybernetics and Intelligent Systems [Title page]

Table of contents

Soft computing approach to adaptive noise filtering

Self-adaptive memetic algorithm: an adaptive conjugate gradient approach

Adaptive output feedback control of linear systems preceded by unknown backlash-like hysteresis

Semantic preloading in the adaptive Web query

Dynamic reconfiguration service for component based software architectures

Chattering-free adaptive fuzzy sliding mode control

Multi-agent emergent self-organization using an appropriate reward function

Agent-based collaborative negotiation for manufacturing supply chain coordination

Learning with imperfections - a multi-agent neural-genetic trading system with differing levels of social learning

A proxy-based communication protocol for mobile agents: protocols and performance

Evolution of a multi-agent system with distributed multi-level memory

An agent-based approach to adaptive navigational support within 3D-environments

From multilayer perceptrons to radial basis function networks: a comparative study

Modular structure generation by greedy network-growing algorithm

Accelerated greedy network-growing algorithm by Gaussian activation functions

A consistency-based approach to efficient test case generation from timed automata specifications

Power system load frequency control using RBF neural networks based on /spl mu/-synthesis theory

Lower bounds of stochastic complexities in variational Bayes learning of Gaussian mixture models

A framework for optimising fuzzy inference in classifier systems

A global search strategy of quantum-behaved particle swarm optimization

Robot detection with multi-target tracking

Vision-based self-localization in non-stationary environments by using support vector machines

A tracking method of end-effectors in a vision-based marker-free motion capture system

Object-oriented scale-adaptive filtering for human detection from stereo images

Feature detection for stereo-vision-based unmanned navigation

Face detection using the shape of face with both color and edge

Design of vision system and recognition algorithm in Mirosot

Automatic multiview coarse registration of range images for 3D modeling

Design of a haptic display for interacting and sliding on deformable objects

On pixel count based crowd density estimation for visual surveillance

A real time method to object detection and tracking applied to robot-soccer

Estimating human-flow speed for video surveillance by probabilistic stands

Automatic loop-shaping method in NLQFT and its application in aircraft control

The interactive learning system

Intelligent classification system for cancer data based on artificial neural network

Automated classification and recognition of facial expressions using infrared thermal imaging

Stability of the classifier based on modification on Schweizer and Sklars equations

On anti-monotone frequency measures for extracting sequential patterns from a single very-long data sequence

An implementation of knowledge based pattern recognition for financial prediction

Intelligent temperature control of ignition furnace in sintering machine

MinClue: a MST-based clustering method with auto-threshold-detection

A new method for learning pseudo-Boolean functions with applications in terrorists profiling

Supervised hidden Markov model learning using the state distribution oracle

Generalized TSE: a new generalized estimator based learning automaton

Visualization of high-dimensional data using an association of multidimensional scaling to clustering

Sputter process variables prediction via data mining

Adaptive DNA computing algorithm by using PCR and restriction enzyme

Code generation for a DNA computer by integer linear programming

Automation of microfluidics for molecular computers

DNA coding in evolutionary computation

Preliminary experiments on hairpin structure dissociation for constructing robust DNA machines

Adaptive particle swarm optimization based on quantum oscillator model

Experimental condition selection in whole-genome functional classification

Image clustering and retrieval combining fixed/adaptive-binned histograms and various distance functions

Facial image processing: an overview

Fuzzy modelling using a simplified rule base

A movie recommender system based on inductive learning

Consideration of relevance feedback on keyword space for interactive information retrieval

A wavelet and Canny based image comparison

The whole greater than the sum of its parts: maximizing the strengths of heuristic set covering algorithms

Feature extraction in medical MRI images

Deformable registration between MRI/MRSI and ultrasound images for targeted robotic prostate biopsy

Chaos based UWB imaging radar for homeland security

A non-parametric blur measure based on edge analysis for image processing applications

Using vector operations to identify niches for particle swarm optimization

A hybrid particle swarm algorithm with embedded chaotic search

Gaussian swarm: a novel particle swarm optimization algorithm

Grouped-and-delayed broadcasting mechanism for optimum information in particle swarm optimization

Visual interactive 3-dimensional clustering with implicit functions

Free-parameters clustering of spatial data with non-uniform density

An intelligent recommender system using sequential Web access patterns

Web mining for cyber monitoring and filtering

Extension of fuzzy c-means algorithm

Int-EM-CEM algorithm for imprecise data. Comparison with the CEM algorithm using Monte Carlo simulations

Economic dispatch by ant colony search algorithm

Research on ant colony algorithm based risk programming for virtual enterprise

Design of orthogonal near-symmetric scaling filters by using differential evolution

A new evolutionary computing model based on cellular learning automata

Improving EHW performance introducing a new decomposition strategy

Recursive percentage based hybrid pattern (RPHP) training for curve fitting

High dimensional gene expression data dimension reduction

Non-relevance feedback document retrieval

Rarity-based similarity relations in a generalized fuzzy information system

A parallel architecture for feature extraction in content-based image retrieval system

Remote power system harmonics measurement and monitor via the Internet

Solving MAX-SAT problems using a memetic evolutionary meta-heuristic

A simplified architecture for type-2 FLSs and its application to nonlinear control

Generalized stability conditions for Takagi-Sugeno fuzzy time-delay systems

Robust fuzzy multimodel control using variable structure system

Fuzzy intelligent control of automotive vibration via magneto-rheological damper

Apply fuzzy PID rule to PDA based control of position control of slider crank mechanisms

An LMI-based stable T-S fuzzy model with parametric uncertainties using multiple Lyapunov function approach

Proposal for an intelligent lighting system, and verification of control method effectiveness

Integrating translation technologies towards a powerful translation Web service

Evolutionary reactive behavior for mobile robots navigation

The integrated software product line model

KSL protocol: design and implementation

Performance control mechanism for customer network management

An EM based method for semi blind identification of linear systems driven by chaotic signals

Fuzzy c-means clustering of mixed databases including numerical and nominal variables

Different approaches of fuzzy structure identification in mining medical diagnosis rules

On the use of generalized mean with t-norms and t-conorms

Semantic study of the use of parameterized S implications and equivalences in comparison

A fuzzy FCA-based approach for citation-based document retrieval

Voronoi model-building genetic algorithm

Tabu: local search mechanism for mega process genetic algorithm

Chaotic parallel genetic algorithm with feedback mechanism and its application in complex constrained problem

A novel GA-based algorithm approach to fast biosequence alignment

A quick convergent genetic algorithm for pattern alignment

A heuristic genetic algorithm for product portfolio planning

A biologically inspired methodology for neural networks design

Semantic evolution in agent talk

Modelling of neurone networks in Java and VHDL

Global exponential stability of cellular neural networks with time-varying delays

Performance comparison between HMLP, MLP and RBF networks with application to on-line system identification

Complex-valued neural associative memory on the complex hypercube

A fast converging evolutionary neural network for the prediction of uplift capacity of suction caissons

On the optimum design of fuzzy logic controller for trajectory tracking using evolutionary algorithms

Determining multicast routes with QoS and traffic engineering requirements based on genetic algorithm

From multilayer perceptrons to radial basis function networks: a comparative study

Content Provider	IEEE Xplore Digital Library
Author	Ding, S.Q. Xiang, C.
Copyright Year	2004
Description	Author affiliation: Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore (Ding, S.Q.; Xiang, C.)
Abstract	A special additional input, which is the sum of the squares of the other inputs, is added to the standard multilayer perceptron, so that the multilayer perceptron works similarly as the radial basis function network with localized response. Specially, we will show a three-layered multilayer perceptron with exponential activation function and this kind of additional input is naturally a generalized radial basis function network which can by trained with the well developed training strategies of multilayer perceptrons. A comparative study is also conducted between multilayer perceptron, with additional inputs and radial basis function networks trained by various methods.
Starting Page	69
Ending Page	74
File Size	1048669
Page Count	6
File Format	PDF
ISBN	0780386434
DOI	10.1109/ICCIS.2004.1460389
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2004-12-01
Publisher Place	Singapore
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Multilayer perceptrons Radial basis function networks Backpropagation Multi-layer neural network Neural networks Neurons Prototypes Feedforward neural networks
Content Type	Text
Resource Type	Article

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