Shape of error surfaces in SpikeProp

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2008, Pages 840-844

  Fujita, Masara ^a   Takase, Haruhiko ^a   Kita, Hidehiko ^a   Hayashi, Terumine ^a  

^a MIE UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

DIGITAL ARITHMETIC; LEARNING ALGORITHMS; LEARNING SYSTEMS; TIME MEASUREMENT;

ACCELERATION OF LEARNINGS; DIGITAL COMPUTATIONS; DISCRETE TIMES; ERROR SURFACES; QUANTIZATION ERRORS; SPIKING NEURAL NETWORKS;

NEURAL NETWORKS;

EID: 56349087890     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2008.4633895     Document Type: Conference Paper

References (6)

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2. W. Maass, "Lower bounds for the computational power of networks of spiking neurons," Neural Computation, vol. 8, pp. 1-40 (1996).
3. S. McKennoch, D. Liu, and L. G. Bushnell, "Fast Modifications of the SpikeProp Algorithm," Proc. of 2006 International Joint Conference on Neural Networks, pp. 7701-7708 (2006).
4. S. M. Silva, and A. E. Ruano, "Application of the Levenberg-Marquardt method to the training of spiking neural networks," Proc. of 2006 International Joint Conference on Neural Networks, pp. 7709-7713 (2006).
5. W. Maass, and C. M. Bishop, Pulsed Neural Networks, Cambridge, MA, MIT Press (2001).
6. Leonard G. C. Hamey, "XOR has no local minima: A case study in neural network error surface analysis," Neural Networks, vol. 11,pp. 669-681 (1998).