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dc.contributor.author
Atmanspacher, Harald
dc.contributor.author
Filk, T.
dc.contributor.author
Finke, R.
dc.contributor.author
Gruber, G.
dc.date.accessioned
2019-11-11T15:42:31Z
dc.date.available
2017-06-09T05:18:00Z
dc.date.available
2019-11-11T15:42:31Z
dc.date.issued
2010
dc.identifier.issn
1874-110X
dc.identifier.other
10.2174/1874110X01004010006
en_US
dc.identifier.uri
http://hdl.handle.net/20.500.11850/21921
dc.identifier.doi
10.3929/ethz-b-000021921
dc.description.abstract
Continuing previous studies, we present further results about the behavior of small abstract networks during supervised learning. In particular, we show that constraints on the complexity that a network is permitted to assume during learning reduces its learning success in ways that depend on the nature of the applied limitation. Moreover, we show that relaxing the criterion due to which changes of the network structure are accepted during learning leads to a dramatic improvement of the learning performance. The non-monotonicity of network complexity during learning, which remains unchanged in both scenarios, is related to a similar feature in -machine complexity.
en_US
dc.format
application/pdf
en_US
dc.language.iso
en
en_US
dc.publisher
Bentham Open
en_US
dc.rights.uri
http://creativecommons.org/licenses/by-nc/3.0/
dc.title
Complexity Constraints and Error Tolerance in Learning Processes on Small Graphs
en_US
dc.type
Journal Article
dc.rights.license
Creative Commons Attribution-NonCommercial 3.0 Unported
ethz.journal.title
The Open Cybernetics & Systemics Journal
ethz.journal.volume
4
en_US
ethz.pages.start
6
en_US
ethz.pages.end
13
en_US
ethz.version.deposit
publishedVersion
en_US
ethz.publication.place
Sharjah
en_US
ethz.publication.status
published
en_US
ethz.leitzahl
ETH Zürich::00002 - ETH Zürich::00003 - Schulleitung und Dienste::00030 - Bereich Rektorat / Domain Rectorate::02803 - Collegium Helveticum / Collegium Helveticum
en_US
ethz.leitzahl.certified
ETH Zürich::00002 - ETH Zürich::00003 - Schulleitung und Dienste::00030 - Bereich Rektorat / Domain Rectorate::02803 - Collegium Helveticum / Collegium Helveticum
ethz.date.deposited
2017-06-09T05:18:11Z
ethz.source
ECIT
ethz.identifier.importid
imp59364cf64112e95745
ethz.ecitpid
pub:36707
ethz.eth
yes
en_US
ethz.availability
Open access
en_US
ethz.rosetta.installDate
2017-07-14T12:48:26Z
ethz.rosetta.lastUpdated
2020-02-15T22:29:37Z
ethz.rosetta.versionExported
true
ethz.COinS
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