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Integer Self-Organi...
Integer Self-Organizing Maps for Digital Hardware
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- Kleyko, Denis, 1990- (författare)
- Luleå tekniska universitet,Datavetenskap
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- Osipov, Evgeny (författare)
- Luleå tekniska universitet,Datavetenskap
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- De Silva, Daswin (författare)
- La Trobe University, Melbourne, Australia
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- Wiklund, Urban (författare)
- Umeå universitet,Radiofysik,Umeå University, Umeå, Sweden
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- Alahakoon, Damminda (författare)
- La Trobe University, Melbourne, Australia
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(creator_code:org_t)
- IEEE, 2019
- 2019
- Engelska.
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Ingår i: 2019 International Joint Conference on Neural Networks (IJCNN). - : IEEE. - 9781728119854
- Relaterad länk:
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https://urn.kb.se/re...
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https://doi.org/10.1...
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https://urn.kb.se/re...
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Abstract
Ämnesord
Stäng
- The Self-Organizing Map algorithm has been proven and demonstrated to be a useful paradigm for unsupervised machine learning of two-dimensional projections of multidimensional data. The tri-state Self-Organizing Maps have been proposed as an accelerated resource-efficient alternative to the Self-Organizing Maps for implementation on field-programmable gate array (FPGA) hardware. This paper presents a generalization of the tri-state Self-Organizing Maps. The proposed generalization, which we call integer Self-Organizing Maps, requires only integer operations for weight updates. The presented experiments demonstrated that the integer Self-Organizing Maps achieve better accuracy in a classification task when compared to the original tri-state Self-Organizing Maps.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Self-Organizing Maps
- tri-state Self-Organizing Maps
- FPGA
- digital hardware
- the clipping function
- Dependable Communication and Computation Systems
- Kommunikations- och beräkningssystem
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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