Title :
Reference time in SpikeProp
Author :
Sporea, Ioana ; Grüning, André
Author_Institution :
Dept. of Comput., Univ. of Surrey, Guildford, UK
fDate :
July 31 2011-Aug. 5 2011
Abstract :
Although some studies have been done on the learning algorithm for spiking neural networks SpikeProp, little has been mentioned about the required input bias neuron that sets the reference time start. This paper examines the importance of the reference time in neural networks based on temporal encoding. The findings refute previous assumptions about the reference start time.
Keywords :
learning (artificial intelligence); neural nets; SpikeProp; learning algorithm; reference start time; spiking neural networks; temporal encoding; Biological neural networks; Conferences; Encoding; Firing; Joints; Mathematical model; Neurons;
Conference_Titel :
Neural Networks (IJCNN), The 2011 International Joint Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-9635-8
DOI :
10.1109/IJCNN.2011.6033344