Pregled bibliografske jedinice broj: 813118
Multi-stream 2D frequency table computation on dataflow architecture
Multi-stream 2D frequency table computation on dataflow architecture // MIPRO 2015 Proceedings of the 38th International Convention / Biljanovič, Petar (ur.).
Opatija, Hrvatska, 2015. str. 288-293 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 813118 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Multi-stream 2D frequency table computation on dataflow architecture
Autori
Škoda, Peter ; Sruk, Vlado ; Medved Rogina, Branka
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
MIPRO 2015 Proceedings of the 38th International Convention
/ Biljanovič, Petar - , 2015, 288-293
ISBN
978-953-233-083-0
Skup
38th international convention on information and communication technology, electronics and microelectronics ; Distributed computing, visualization and biomedical engineering conference
Mjesto i datum
Opatija, Hrvatska, 25.05.2015. - 29.05.2015
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
frequency table; dataflow; field programmable gate arrays; decision tree learning
Sažetak
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.
Izvorni jezik
Engleski
Znanstvena područja
Računarstvo
POVEZANOST RADA
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb,
Institut "Ruđer Bošković", Zagreb
