DocumentCode :
3118852
Title :
Hardware accelerators for information retrieval and data mining
Author :
Sklyarov, Valery ; Skliarova, Iouliia ; Silva, Joao ; Sudnitson, Alexander ; Rjabov, Artjom
Author_Institution :
Dept. of Electron., Telecommun. & Inf./IEETA, Univ. of Aveiro, Aveiro, Portugal
fYear :
2015
fDate :
17-19 May 2015
Firstpage :
202
Lastpage :
205
Abstract :
Many algorithms in informatics require a set of objects with similar properties to be grouped (clustered) on the basis of some predefined criteria. The proposed technique involves hierarchical merging in which software, responsible for solving the entire problem, is enhanced with highly parallel networks in hardware accelerators. Additional improvements are achieved with the aid of support methods that are sort and verification of object intersections that may also be autonomously used for other types of information processing and database management. It is shown and experimentally proved that the proposed solutions are efficient. They can be used in such areas as health care, statistical data manipulation and so on.
Keywords :
data mining; information retrieval; merging; data mining; database management; hardware accelerators; hierarchical merging; informatics; information processing; information retrieval; parallel networks; Acceleration; Data mining; Field programmable gate arrays; Hardware; Merging; Software; Sorting; FPGA; data mining; hardware accelerator; information retrieval; parallel processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technology Research (ICTRC), 2015 International Conference on
Conference_Location :
Abu Dhabi
Type :
conf
DOI :
10.1109/ICTRC.2015.7156457
Filename :
7156457
Link To Document :
بازگشت