KAM-DIMATIA Series 2004-695 and ITI Series 2004-216. On the Non-Learnability of a Single Spiking Neuron

0106926 - MU-W 20040133 RIV CZ eng V - Research Report
Sgall, Jiří - Šíma, J.
KAM-DIMATIA Series 2004-695 and ITI Series 2004-216. On the Non-Learnability of a Single Spiking Neuron.
[O nemožnosti učení neuronů s impulsy.]
Praha: Charles University, 2004. 14 s.
R&D Projects: GA MŠMT LN00A056; GA AV ČR IAA1019401
Institutional research plan: CEZ:AV0Z1019905
Keywords : neural networks * learning theory
Subject RIV: BA - General Mathematics

The computational complexity of training a single spiking neuron N with adjustable synaptic delays and binary coded inputs and output is studied. A synchronization technique is introduced so that the results concerning the non-learnability of spiking neurons with binary delays are generalized to arbitrary delays.

Článek dokazuje nemožnost učení neuronů s impulsy.
Permanent Link: http://hdl.handle.net/11104/0014098