Difference between revisions of "Publications:A SOM based model combination strategy"

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|Name=Englund, Cristofer [cren] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Intelligenta system (IS-lab) [3941]);Verikas, Antanas [av] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Intelligenta system (IS-lab) [3941])
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|Name=Englund, Cristofer (crieng) (0000-0002-1043-8773) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), Intelligenta system (IS-lab) (3941));Verikas, Antanas (av) (0000-0003-2185-8973) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), Intelligenta system (IS-lab) (3941))
 
|Title=A SOM based model combination strategy
 
|Title=A SOM based model combination strategy
 
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Title A SOM based model combination strategy
Author Cristofer Englund and Antanas Verikas
Year 2005
PublicationType Conference Paper
Journal
HostPublication Advances in Neural Networks – ISNN 2005 Second International Symposium on Neural Networks, Chongqing, China, May 30 - June 1, 2005, Proceedings, Part I
Conference Second International Symposium on Neural Networks, Chongqing, China, May 30 - June 1, 2005
DOI http://dx.doi.org/10.1007/11427391_73
Diva url http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:238285
Abstract A SOM based model combination strategy, allowing to create adaptive – data dependent – committees, is proposed. Both, models included into a committee and aggregation weights are specific for each input data point analyzed. The possibility to detect outliers is one more characteristic feature of the strategy.