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dc.contributor.authorMaass, Wolfgang
dc.contributor.authorOrponen, Pekka
dc.date.accessioned2018-07-18T05:35:03Z
dc.date.available2018-07-18T05:35:03Z
dc.date.issued1998fi
dc.identifier.citationMaass, W., & Orponen, P. (1998). On the Effect of Analog Noise in Discrete-Time Analog Computations. <em>Neural Computation</em>, 10 (5), 1071-1095. <a href="https://doi.org/10.1162/089976698300017359">doi:10.1162/089976698300017359</a>fi
dc.identifier.otherTUTKAID_78311
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/58969
dc.description.abstractWe introduce a model for analog computation with discrete time in the presence of analog noise that is flexible enough to cover the most important concrete cases, such as noisy analog neural nets and networks of spiking neurons. This model subsumes the classical model for digital computation in the presence of noise. We show that the presence of arbitrarily small amounts of analog noise reduces the power of analog computational models to that of finite automata, and we also prove a new type of upper bound for the VC-dimension of computational models with analog noise.fi
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherMIT Press
dc.relation.ispartofseriesNeural Computation
dc.rightsIn Copyright
dc.subject.otheranalog noisefi
dc.subject.otheranalog computationsfi
dc.titleOn the Effect of Analog Noise in Discrete-Time Analog Computationsfi
dc.typearticle
dc.identifier.urnURN:NBN:fi:jyu-201807173590
dc.contributor.laitosMatematiikan ja tilastotieteen laitosfi
dc.contributor.laitosDepartment of Mathematics and Statisticsen
dc.contributor.oppiaineMatematiikka
dc.type.urihttp://purl.org/eprint/type/JournalArticle
dc.date.updated2018-07-17T09:15:15Z
jyx.notePublished also in Advances in Neural Information Processing Systems 9 edited by M.C. Mozer and M.I. Jordan and T. Petsche, from the conference, "Neural Information Processing Systems 1996 (NIPS 1996), MIT Press. ISSN 1049-5258; ISBN 0-262-10065-7
jyx.note.urihttp://papers.nips.cc/paper/1213-on-the-effect-of-analog-noise-in-discrete-time-analog-computations
dc.description.reviewstatuspeerReviewed
dc.format.pagerange1071-1095
dc.relation.issn0899-7667
dc.relation.numberinseries5
dc.relation.volume10
dc.type.versionacceptedVersion
dc.rights.copyright© 1998 Massachusetts Institute of Technology
dc.rights.accesslevelopenAccessfi
dc.format.contentfulltext
dc.rights.urlhttp://rightsstatements.org/page/InC/1.0/?language=en
dc.relation.doi10.1162/089976698300017359


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