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{{PublicationSetupTemplate|Author=Antanas Verikas, Marija Bacauskiene, Adas Gelzinis
|PID=300225
|Name=Verikas, Antanas [av] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938]);Bacauskiene, Marija (Kaunas University of Technology, Lithuania);Gelzinis, Adas (Kaunas University of Technology, Lithuania)
|Title=Leverages Based Neural Networks Fusion
|PublicationType=Conference Paper
|ContentType=Refereegranskat
|Language=eng
|Journal=
|JournalISSN=
|Status=
|Volume=
|Issue=
|HostPublication=Neural information processing
|Conference=11th International Conference, ICONIP 2004, Calcutta
|StartPage=446
|EndPage=451
|Year=2004
|Edition=
|Pages=
|City=
|Publisher=
|Series=Lecture notes in computer science ; 3316
|SeriesISSN=0302-9745
|ISBN=
|Urls=
|ISRN=
|DOI=http://dx.doi.org/10.1007/978-3-540-30499-9_68
|ISI=000225878300068
|PMID=
|ScopusId=2-s2.0-33846929995
|NBN=urn:nbn:se:hh:diva-3324
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|Keywords=
|Categories=Datavetenskap (datalogi) (10201)
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|Abstract=<p>To improve estimation results, outputs of multiple neural networks can be aggregated into a committee output. In this paper, we study the usefulness of the leverages based information for creating accurate neural network committees. Based on the approximate leave-one-out error and the suggested, generalization error based, diversity test, accurate and diverse networks are selected and fused into a committee using data dependent aggregation weights. Four data dependent aggregation schemes – based on local variance, covariance, Choquet integral, and the generalized Choquet integral – are investigated. The effectiveness of the approaches is tested on one artificial and three real world data sets.</p>
|Opponents=
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|CreatedDate=2009-12-01
|PublicationDate=2010-02-25
|LastUpdated=2013-05-03
|diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:300225}}
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 {{PublicationSetupTemplate|Author=Antanas Verikas, Marija Bacauskiene, Adas Gelzinis
 |PID=300225
-|Name=Verikas, Antanas [av] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938]);Bacauskiene, Marija (Kaunas University of Technology, Lithuania);Gelzinis, Adas (Kaunas University of Technology, Lithuania)
+|Name=Verikas, Antanas (av) (0000-0003-2185-8973) (Högskolan i Halmstad (2804), Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) (3905), Halmstad Embedded and Intelligent Systems Research (EIS) (3938));Bacauskiene, Marija (Kaunas University of Technology, Lithuania);Gelzinis, Adas (Kaunas University of Technology, Lithuania)
 |Title=Leverages Based Neural Networks Fusion
 |PublicationType=Conference Paper
@@ Line 55: / Line 55: @@
 |CreatedDate=2009-12-01
 |PublicationDate=2010-02-25
-|LastUpdated=2013-05-03
+|LastUpdated=2014-11-10
 |diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:300225}}
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Publications:Leverages Based Neural Networks Fusion - Revision history

Slawek at 20:40, 30 September 2016

SlawekBot: Created page with " == Do not edit this section == {{PublicationSetupTemplate|Author=Antanas Verikas, Marija Bacauskiene, Adas Gelzinis |PID=300225 |Name=Verika..."

SlawekBot: Created page with "
== Do not edit this section ==
{{PublicationSetupTemplate|Author=Antanas Verikas, Marija Bacauskiene, Adas Gelzinis |PID=300225 |Name=Verika..."