COMPLEX DATA CLUSTERING WITH SINGLE-LAYER DYNAMICALLY LINKED SPIKING NEURAL NETWORK
Abstract
An improved method for constructing and training single-layered spiking neural networks is preposed. The method allows to apply single-layered spiking neural networks that encode each data dimension by one neuron of the input layer for the recognition of complex and overlapping clusters with procedure of unsupervised training. The presented approach allows to obtain acceptable accuracy of the classification with the ability to detect complex data clusters at considerably simplified structure of the neural network.
References
1. Haikin S. Neironnye seti. Polnyi kurs / S. Haikin. – M.: Vil'yams, 2006. – S.43-48, 95.
2. Henk A.K. Mastebroek, Johan E. Vos Plausible neural networks for biological modelling.//Kluwer Academic Publishers, 2001. – S.23-33.
3. Olivier B., Manuel C. A survey on continuous time computations. // Springer, 2008, – S. 5,6.
4. Maass W. Networks of Spiking Neurons: The Third Generation of Neural Network Models // Neural Networks, 1997, Vol. 10, Issue 9. – S. 1659-1671.
5. Terehin A.T. Neirosetevoe modelirovanie kognitivnyh funkcii mozga: obzor osnovnyh idei / A.T. Terehin, E.V. Budilova, L.M. Kachalova, M.P. Karienko // Psihologicheskie issledovaniya: elektron. jurn. – 2009. – № 2(4). URL: http://psystudy.ru (01.12.09). 20-22.
6. Maass W., Natschla"ger T. Associative memory with networks of spiking neurons in temporal coding // Neuromorphic Systems: Engineering Silicon from Neurobiology. Amsrerdam: World Scientific, 1998. – S. 21-32.
7. Bohte S.M., La Poutre' H., Kok J.N. Unsupervised classification in a layered network of spiking neurons // 2002, IEEE Transactions on Neural Networks, 13(2), March 2002. – S. 426-435.
8. Hopfield, J. Pattern recognition computation using action potential timing for stimulus representation // Nature 376, 1995. – S.33-36.
9. Natschlager T., Ruf, B. Spatial and temporal pattern analysis via spiking neurons // Network: Computational Neural Systems. 9(3), 1998. – C. 319-338.
Review
For citations:
KRASNOSHCHEKOV A. COMPLEX DATA CLUSTERING WITH SINGLE-LAYER DYNAMICALLY LINKED SPIKING NEURAL NETWORK. Vestnik of Don State Technical University. 2010;10(3):318-324. (In Russ.)
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