NDLI: The Design of RBF Neural Networks and experimentation for solving overfitting problem

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Proceedings of 2011 International Conference on Electronics and Optoelectronics

Volume 4 - 2011

Volume 3 - 2011

Volume 2 - 2011

Volume 1 - 2011

Focal properties of an aberration-free fiber micro-lens

Monte Carlo simulation for fiber hemispherical micro-lenses

Performance analysis of sequential filter based on unbiased converted measurements with doppler

A simple all-normal-dispersion mode-locking laser based on large-mode-area Yb-doped Photonic crystal fiber

Electron optical system and image processing

Laser-induced fluorescence of high-purity fused silica irradiated by arf excimer laser

High-speed polarization coding in a quantum key distribution system

Harmonic analysis method for input current of traction system applied in High-speed Electric Multiple Unit

The haar-CWT analysis of hyperspectral reflectance data to evaluating soil carbon and nitrogen

Development of characteristic test sustem for magneto-dependent sensor

Image reconstruction of sparse fan-beam projections using a hybrid algorithm

Fault injection methodology and tools

An efficient multi-cue fusion based sequential monte carlo method for image sequence-based tracking

A novel hybrid compressed sensing image reconstrcution method

The experimental criteria for judging the maximum bubble radius of laser-iduced bubble in different ambient pressures

Design of optical integrated access network based on EPON

A Novel Switchable Dual-Wavelength Ring Erbium-Doped Fiber Laser Operating in single-longitudinal-mode

Analysis of zenith pass problem in a roll-pitch optics seeker

The Design of RBF Neural Networks and experimentation for solving overfitting problem

Studies on stepping characteristics of traveling-wave ultrasonic motor

Optimal switch for a class of system

New calibration method of fringe projection imaging system

A novel high-birefringence high nonlinear negative-dispersion crystal fiber with square mesh cladding

Effect of strain in LaAlO3/BaTiO3 superlattice

Surface-enhanced Raman scattering of 4-dimethylaminoazobenzene on copper surface

Numerical simulation of initiation of metal/explosive structure under laser irradiation

Application of fuzzy predictive control in adding medicament of water treatment

Influences of sinusoidal component on typical phase masks used to realize wave-front coding technique

A lip reading method based on 3-D DCT and 3-D HMM

Multi-sensor data fusion based on environment database for airport surface surveillance

$Er^{3+}/Yb^{3+}$ co-doped optical fibers: Fabrication and characteristics

Electron field emission characteristics of nano-carbon needle films fabricated by microwave plasma CVD

A new method of mineral particle size calculation

Switched linear system model and simulation analysis of the electronic ballast

The measuring of three dimensional dynamic force during FSW

Experiment investigation of plasma plume deflection with MHD

Study on relative contents of principal components of different tea by infrared absorption spectroscopy

Numerical study on the mode and dispersion properties of tapered microstructure optical fibers

Study on the wireless transmission performance of the passive pressure sensor

A research into the issues of sports film production

Distribution of macromolecule chain's conformation

Output data study about mathematical model's simulation

Calculating method of small enclosed press crank axle pressure

Main functions about accounting software

Conversion system of wind power generator

Ejection and pulverization of vehicle diesel motor

Idling speed regulator of automobile

Channel capacity and source encoding of quantum information transmission

Mechanical fluid coupler's characteristics which applied in coal mine

Application of intelligent control technology in robot

Servo positioning control system

Study and application of magnetic bubble manufacturing equipment

Permanent magnetism material's stability and its application in motor

Application of virtual instrumentation which based on labview in electronic measurement technology course

Digital signal processing teaching reform based on MATLAB

Study on efficient algorithm of frequent item-set mining

Notice of RetractionScientific answer about human nature

Notice of RetractionOn the aesthetic teaching of ancient poems in primary school

Classification and application of instructional theory teaching cases in Chinese course

Study of entropy flow characteristics during the evolution of Typhoon Morakot

Numerical simulation of artificial suppression of heavy rain in a Mei-yu front

Notice of RetractionThe discussion of using an analogy way to achieve physical teaching effectively

Test of applying bio-diesel in the diesel engine and prospects analysis

Notice of RetractionImplement of private enterprises' flexible absorbing talent strategy

The language expression skills of technology cartoon soundtracks

The application of the high performance DWT in the digital image saves

GC-MS analysis of volatile oil content for brasenia schreberi

The analysis and comparison of nitrite determinated methodsin meat product

Study on the content of active matter and inoxidizality of polygonum flaccidum meisn

Comparison research for attribution reduction based on information entropy and distribution consistent set

The evaluation of matrix rank based on determinant-operation

Constructing evidence-driven model in science education

The comparison of the forms of ecological green roof based on the full life cycle theory

Quality analysis of class a surface and research on smoothing optimization methods

Intrapulse modulation recognition of radar signals based on statistical tests of the time-frequency curve

Synthesis of 2-butanone in carbon dioxide-enriched near-critical water

Study on control method of single-phase active power filters

Effect of transition metal ion on aroma compounds generation from model reaction of L- ascorbic acid and L-cysteine

Research and development of automatic screw -parameters tester

Design of traffic lights with wireless control system based on STC89C51 and NRF905 module

Synthesis and crystal structure of 9-(3-oxo-1,3-bisarylpropyl) fluorene derivatives catalyzed by alkaline ionic liquid

Applications of boundary value problem and impulsive effects to control harmful species

Ensemble forecasting model for geomagnetic disturbance

Research on transformer chromatographic peaks quantitative analysis based on wavelet filtering

Experimental study on anesthetic effects of eugenol on carassius auratus

Attention bias during processing of facial expressions in trait anxiety: An eye-tracking study

Effects of selenium on the antioxidation of root of Cardamine sp. from Enshi

The research of clicker application on college physics teaching

Design of autonomous mobile robot navigation system

Synthesis and Crystal Structure of 10-(4-nitrophenymethylidyne)-9,10-dihydrofluorene

Impacts of carnosine on the formation of perfume compounds by ascorbic acid-methionine model reaction

The decision tree classification and its application research in personnel management

The application of spiral model in enterprise risk management

The display and power attenuation control of bi-directional amplifier

Energy gap responsible for the 1/3 magnetization plateau in spin-1/2 trimerized chain

Non-fragile robust H∞ control for a class of switched uncertain singular systems with uncertainties

Design of intelligent fire alarm system based on GSM network

The combinational application of LZSS and LZW algorithms for compression based on Huffman

Analysis and design for VoIP teleconferencing system based on P2P-SIP technique

Effect of high-temperature solder void on heat dissipation performance of Smart Power Module

Integral representation for the partial sum and establishes Lerch's formula

Preparation and adsorption properties for fluoride of kaolinite-magnetite association

Research on network security based on IPv6 architecture

Notice of RetractionJob burnout, social support and coping style state in prison police and their correlation

Notice of RetractionThe responsiveness of intangible cultural heritage tourism from the perspective of tourist experience

The dynamical behaviors of the predator - prey model with stage structure and impulsive effects

On the reform of the approaches of teaching Japanese intensive reading aided with multimedia technology

Analysis on development trend of electric vehicle charging mode

Research on PID controller based on RBF neural network

Neural-PID visual tracking of moving object

Design and implementation of interleave encoder based on FPGA

Teaching reform of “Signal and System” in applied institute

The designing of intelligent fan-induced ventilation control system based on nRF905

Novel algorithm for frequency estimation of continuous wave

A threshold voltage modeling for ultra-deep sub-micron MOSFETs

Notice of RetractionReserch on the newly-founded undergraduate college students' psychological healthe assessment and analysis

An improved apriori algorithm

Design of power quality monitoring system based on DSP and GPRS

Notice of RetractionLegislations and management of commercial chambers in western developed countries and the enlightment for China

Notice of RetractionResearch on the practice teaching of high nursing professional in the innovation and system construction

Application of intelligent control method in magnetic bearing

A wireless sensor network environment monitoring system based on TinyOS

Discussion on the properties of hilbert space adjoint operator on the orthogonal complement

The Design of RBF Neural Networks and experimentation for solving overfitting problem

Content Provider	IEEE Xplore Digital Library
Author	Jifu Nong
Copyright Year	2011
Description	Author affiliation: College of Mathematics and Computer Science, Guangxi University for Nationalities, Nanning, China (Jifu Nong)
Abstract	One of the biggest problems in designing or training RBF neural networks are the overfitting problem. The traditional design of RBF neural networks may be pursued in a variety of ways. In this paper, we present a method for the design of RBF networks to solve overfitting problem. For a practical application, frequency information is usually available for designing RBF networks by frequency domain analysis, which has a sound mathematical basis. We try to include the frequency information into the design of RBF networks, which achieve the task of approximated a function in certain frequency range and have the property of structural risk minimization. After the structure of designed network is determined, the linear weights of the output layer are the only set of adjustable parameters. The approach of design is verified by approximation cases.
File Size	662953
File Format	PDF
ISBN	9781612842752
e-ISBN	9781612842769
DOI	10.1109/ICEOE.2011.6013050
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2011-07-29
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Atmospheric modeling Radial basis function networks Predictive models Matrix decomposition Frequency domain analysis Spectral analysis
Content Type	Text
Resource Type	Article

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