Multi-stream 2D frequency table computation on dataflow architecture (CROSBI ID 634671)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Škoda, Peter ; Sruk, Vlado ; Medved Rogina, Branka
engleski
Multi-stream 2D frequency table computation on dataflow architecture
Frequency table computation is a common procedure used in variety of machine learning algorithms. In this paper we present a parallelized kernel for computing frequency tables. The kernel is targeted for dataflow architecture implemented on field programmable gate array (FPGA). Its performance was evaluated against a parallelized software implementation running on a 6-core CPU. The kernel with six concurrent input data streams running on 300 MHz achieved speedup of up to 6.26×, compared to 6 threaded software implementation running on 3.2 GHz CPU.
frequency table; dataflow; field programmable gate arrays; decision tree learning
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Podaci o prilogu
288-293.
2015.
objavljeno
Podaci o matičnoj publikaciji
MIPRO 2015 Proceedings of the 38th International Convention
Biljanovič, Petar
978-953-233-083-0
Podaci o skupu
38th international convention on information and communication technology, electronics and microelectronics ; Distributed computing, visualization and biomedical engineering conference
predavanje
25.05.2015-29.05.2015
Opatija, Hrvatska