NDLI: Adaptive integration of multiple experts

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Proceedings of International Conference on Neural Networks (ICNN'97)

Proceedings of ICNN'95 - International Conference on Neural Networks

Volume 6 - 1995

Volume 5 - 1995

Volume 4 - 1995

Volume 3 - 1995

Learning with ease: smart neural nets

Pruning within cascade-correlation

PCN: the probabilistic convergent network

Adaptive integration of multiple experts

Proposal of coherent optical neural networks whose behavior is controlled by optical frequency

Connectionist-network auction algorithm for the assignment problem

The estimation theory and optimization algorithm for the number of hidden units in the higher-order feedforward neural network

Parallel neural network architectures

Voting schemes for cooperative neural network classifiers

A partially recurrent architecture applied to classification problems

Computational neural networks

Local-sparse connection multilayer networks

A new unsupervised learning algorithm for the placement of centers in a radial basis function neural network (RBFNN)

Building precise classifiers with automatic rule extraction

Design of radial basis function networks using decision trees

Universal learning network and computation of its higher order derivatives

A three-hierarchy neural network structure and its application to the speaker-independent speech recognition of Chinese words

Design of a partially activated neural network

Chaos control using second order derivatives of universal learning network

A maximum likelihood neural network based on a log-linearized Gaussian mixture model

Fault-tolerant MLP networks for improved reliability and safety

Knowledge processing system using multidirectional associative memory

On an efficient design algorithm for modular neural networks

Unsupervised learning of concept for action planning

Bidirectional neural networks and class prototypes

Connectionist realization of semantic networks using an adaptive associative memory, AAM

Incorporating additional hint neurons in recurrent neural networks to improve convergence

Minimisation of data collection by active learning

A new approach for the automatic generation of membership functions and rules of multi-variable fuzzy system

Event representation in fuzzy neural networks with qualitative inputs

Dynamic fuzzy reasoning model with fuzzy cognitive map in Chinese chess

A self-tuning fuzzy controller design

A modular design of fuzzy neural network with application to telecommunication network management control

Implementing a neural network for a progressive fuzzy clustering algorithm

Adaptive classification of hand movement

Hybrid knowledge acquisition by integrating decision trees and neural networks

Optimising neural network weights using genetic algorithms: a case study

Handwritten digits recognition with neural networks and fuzzy logic

A new learning method to improve the category proliferation problem in fuzzy ART

A review of a hybrid neural network: Kohonen learning vector quantization and counterpropagation

Hierarchical control system based on unsupervised fuzzy-neuro system

An integration of neural networks and nonmonotonic reasoning for power system diagnosis

A hybrid neural network for spatio-temporal pattern recognition

A high-dimensional SOFM vector quantizer with weightless neural predictor

The neural network modelled POCS method for removing blocking effect

Boundary detection of color images using neural networks

The coordinates of the four corners of image date files and their applications [for date read data]

Image restoration by the adaptive fuzzy backpropagation hybrid network

Recognition of traffic signs by artificial neural network

An auto-invertible neural network for image halftoning and restoration

Neural network-based regions detection

A connectionist model for graytone thinning

Neuron-type operation using stimulated Raman scattering

Processing cell array neural network multiprocessors

Digital neural processor for parallel structure and cost performance comparison of the architectures

A reconfigurable low-voltage low-power building block for artificial neural networks

Analysis and implementation of a VLSI neural network

The efficient design of fault-tolerant artificial neural networks

Ratio pulse arithmetic for radial basis function network

Neural network for optimization of existing control systems

Realization of bidirectional associative memory using a pseudo-parallel searching approach

A hippocampal model implementation using VLSI table-look-up and model-based approaches

Ability of the complex backpropagation algorithm to learn similar transformation

A study on the mechanism of the minimum searching by the chaotic neural network

A learning method to control the frequency of the oscillatory neural network

An analysis of coincidence detector networks

Nonequilibrium dynamics in neural networks consisting of excitatory and inhibitory populations

Twofold type of backpropagation neural network

Volume 2 - 1995

Volume 1 - 1995

IEEE International Conference on Neural Networks

IEEE 1988 International Conference on Neural Networks

Proceedings of International Conference on Neural Networks (ICNN'96)

Adaptive integration of multiple experts

Content Provider	IEEE Xplore Digital Library
Author	Loo-Nin Teow Ah-Hwee Tan
Copyright Year	1995
Description	Author affiliation: Real World Comput. Partnership, Singapore (Loo-Nin Teow)
Abstract	A novel method of integrating multiple experts in an adaptive manner is proposed. Each expert specializes in a particular sub-domain but performs poorly on the entire domain. By combining several such experts, the overall performance can be boosted significantly. To that effect, a supervised learning method, known as the supervised clustering and matching (SCM) algorithm, is used to combine the decisions of these experts based on their performance profile. By the fast and incremental learning capability of SCM, expert integration can be performed both on-line and off-line. Experiments on a sample benchmark problem illustrate that expert integration improves significantly upon the performance of each expert.
Starting Page	1215
Ending Page	1220
File Size	494016
Page Count	6
File Format	PDF
ISBN	0780327683
DOI	10.1109/ICNN.1995.487327
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1995-11-27
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Fuzzy logic Clustering algorithms Neural networks Fuzzy neural networks Inference algorithms Decision making Learning systems Training data Laboratories Supervised learning
Content Type	Text
Resource Type	Article

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