Detail výsledku

Tuning of Fuzzy Neural Network Classifier

DAO ANH, M.; ZBOŘIL, F. Tuning of Fuzzy Neural Network Classifier. Proceedings of the 35th Spring International Conference MOSIS'01. Ostrava: Marq software s.r.o., 2001. p. 201-206. ISBN: 80-85988-57-7.
Typ
článek ve sborníku konference
Jazyk
anglicky
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Abstrakt

The paper delas with a Fuzzy Restricted Coulomb Energy (FRCE) neural network. The network has the same architecture as a primitive RCE neural network: it consists of three layers: input layer X, hidden layer H (prototype layer) and output layer Y. There is a full set of connections between input and prototype layers, but only partial set of connections exits between hidden and output layers. Each neuron in the input layer represents a feature of an incoming pattern that the network must assign to some pattern class. Each neuron in the hidden layer contains information about an example of a learned class that occurs in the training data. In the output layer, each neuron corresponds to an individual class, i.e. it represents one category of patterns. The FRCE principle and it structure, learning an recalling algorithms and some experiments with FRCE are described in the paper.

Klíčová slova

Fuzzy Sets, Neural Network, Fuzzy Pattern Recognition, Restricted Coulomb Energy, Fuzzy Neural Network.

Anotace

Příspěvek je věnován problematice nastavování fuzzy-neuro klasifikátoru. Je zde popsána struktura, modifikovaný off-line učící algoritmus, vybavovací algoritmus a použití klasifikátoru pro klasifikaci znaků.

Rok
2001
Strany
201–206
Sborník
Proceedings of the 35th Spring International Conference MOSIS'01
Konference
35th Spring International Conference Modelling and Simulation of Systems (MOSIS 2001)
ISBN
80-85988-57-7
Vydavatel
Marq software s.r.o.
Místo
Ostrava
BibTeX
@inproceedings{BUT5591,
  author="Minh {Dao Anh} and František {Zbořil}",
  title="Tuning of Fuzzy Neural Network Classifier",
  booktitle="Proceedings of the 35th Spring International Conference MOSIS'01",
  year="2001",
  pages="201--206",
  publisher="Marq software s.r.o.",
  address="Ostrava",
  isbn="80-85988-57-7"
}
Projekty
Prostředí pro vývoj, modelování a aplikaci heterogenních systémů, GAČR, Standardní projekty, GA102/01/1485, zahájení: 2001-01-01, ukončení: 2003-12-31, ukončen
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