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Consensus Driven Self-Organization: Towards Non Hierarchical Multi-Map Architectures
Abstract : This paper introduces CxSOM, a model to build modular architectures based on self-organizing maps (SOM). An original consensus driven approach enables to adress non-hierarchical architectures where SOMs get organized jointly. The paper aims at showing how the modules are able to store the association between data, and evaluating, by a mutual information criterion, the resulting organization. These results stand as preliminary work to study bigger architectures.
https://hal-centralesupelec.archives-ouvertes.fr/hal-03030518
Contributor : Noémie Gonnier Connect in order to contact the contributor
Submitted on : Monday, November 30, 2020 - 10:23:02 AM
Last modification on : Wednesday, November 3, 2021 - 7:57:30 AM
Long-term archiving on: : Monday, March 1, 2021 - 6:30:52 PM
Contributor : Noémie Gonnier Connect in order to contact the contributor
Submitted on : Monday, November 30, 2020 - 10:23:02 AM
Last modification on : Wednesday, November 3, 2021 - 7:57:30 AM
Long-term archiving on: : Monday, March 1, 2021 - 6:30:52 PM
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