PMID- 24110373
OWN - NLM
STAT- MEDLINE
DCOM- 20150619
LR  - 20200928
IS  - 2694-0604 (Electronic)
IS  - 2375-7477 (Linking)
VI  - 2013
DP  - 2013
TI  - Reconfiguration-based implementation of SVM classifier on FPGA for Classifying 
      Microarray data.
PG  - 3058-61
LID - 10.1109/EMBC.2013.6610186 [doi]
AB  - Classifying Microarray data, which are of high dimensional nature, requires high 
      computational power. Support Vector Machines-based classifier (SVM) is among the 
      most common and successful classifiers used in the analysis of Microarray data 
      but also requires high computational power due to its complex mathematical 
      architecture. Implementing SVM on hardware exploits the parallelism available 
      within the algorithm kernels to accelerate the classification of Microarray data. 
      In this work, a flexible, dynamically and partially reconfigurable implementation 
      of the SVM classifier on Field Programmable Gate Array (FPGA) is presented. The 
      SVM architecture achieved up to 85x speed-up over equivalent general purpose 
      processor (GPP) showing the capability of FPGAs in enhancing the performance of 
      SVM-based analysis of Microarray data as well as future bioinformatics 
      applications.
FAU - Hussain, Hanaa M
AU  - Hussain HM
FAU - Benkrid, Khaled
AU  - Benkrid K
FAU - Seker, Huseyin
AU  - Seker H
LA  - eng
PT  - Journal Article
PL  - United States
TA  - Annu Int Conf IEEE Eng Med Biol Soc
JT  - Annual International Conference of the IEEE Engineering in Medicine and Biology 
      Society. IEEE Engineering in Medicine and Biology Society. Annual International 
      Conference
JID - 101763872
SB  - IM
MH  - Computational Biology/methods
MH  - Computer Simulation
MH  - Computers
MH  - Data Collection
MH  - Electronics
MH  - Equipment Design
MH  - Microarray Analysis/*instrumentation/methods
MH  - Optical Devices
MH  - *Signal Processing, Computer-Assisted
MH  - Software
MH  - *Support Vector Machine
EDAT- 2013/10/11 06:00
MHDA- 2015/06/20 06:00
CRDT- 2013/10/11 06:00
PHST- 2013/10/11 06:00 [entrez]
PHST- 2013/10/11 06:00 [pubmed]
PHST- 2015/06/20 06:00 [medline]
AID - 10.1109/EMBC.2013.6610186 [doi]
PST - ppublish
SO  - Annu Int Conf IEEE Eng Med Biol Soc. 2013;2013:3058-61. doi: 
      10.1109/EMBC.2013.6610186.