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Novel and highly efficient reconfigurable implementation of data mining classification tree

Chrysos Grigorios, Dagritzikos Panagiotis, Papaefstathiou Ioannis, Dollas Apostolos

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/7C5014ED-9FDF-4759-9E74-5CCA44408DA1-
Αναγνωριστικόhttps://doi.org/10.1109/FPL.2011.82-
Αναγνωριστικόhttp://ieeexplore.ieee.org/document/6044855/-
Γλώσσαen-
Μέγεθος6 pagesen
ΤίτλοςNovel and highly efficient reconfigurable implementation of data mining classification treeen
ΔημιουργόςChrysos Grigoriosen
ΔημιουργόςΧρυσος Γρηγοριοςel
ΔημιουργόςDagritzikos Panagiotisen
ΔημιουργόςPapaefstathiou Ioannisen
ΔημιουργόςΠαπαευσταθιου Ιωαννηςel
ΔημιουργόςDollas Apostolosen
ΔημιουργόςΔολλας Αποστολοςel
ΕκδότηςInstitute of Electrical and Electronics Engineersen
ΠερίληψηThe available e-data throughout the Web are growing at such a high rate that data mining on the web is considered the biggest challenge of information technology. As a result it is crucial to find new and innovative ways for classifying and mining those huge amounts of data. In this paper we present an implementation of a state-of-the-art data mining algorithm on a modern FPGA. This is one of the first approaches utilizing the resources of an FPGA to accelerate certain very CPU intensive data-mining/data classification schemes and our real-world results from actual runs on hardware demonstrate that it is a highly promising one. In particular, our FPGA-based system achieves, depending on the data classified, a speedup from 4x and up to 50x (on average 25x) when compared with a state-of-the art multi-core CPU, including I/O overhead.en
ΤύποςΔημοσίευση σε Συνέδριοel
ΤύποςConference Publicationen
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-17-
Ημερομηνία Δημοσίευσης2011-
Θεματική ΚατηγορίαField programmable logic arraysen
Θεματική ΚατηγορίαFPGAsen
Θεματική Κατηγορίαfield programmable gate arraysen
Θεματική Κατηγορίαfield programmable logic arraysen
Θεματική Κατηγορίαfpgasen
Βιβλιογραφική ΑναφοράG. Chrysos, P. Dagritzikos, I. Papaefstathiou and A. Dollas, "Novel and highly efficient reconfigurable implementation of data mining classification tree," in International Conference on Field Programmable Logic and Applications, 2011, pp. 411-416. doi: 10.1109/FPL.2011.82en

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