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A Parallel Implementation of the K Nearest Neighbours Classifier in Three Levels: Threads MPI Processes and the Grid

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A Parallel Implementation of the K Nearest Neighbours Classifier in Three Levels: Threads MPI Processes and the Grid

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Aparicio Pla, G.; Blanquer Espert, I.; Hernández García, V. (2007). A Parallel Implementation of the K Nearest Neighbours Classifier in Three Levels: Threads MPI Processes and the Grid. En High Performance Computing for Computational Science - VECPAR 2006. Springer Verlag (Germany). 225-235. doi:10.1007/978-3-540-71351-7_18

Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/75093

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Title: A Parallel Implementation of the K Nearest Neighbours Classifier in Three Levels: Threads MPI Processes and the Grid
Author: Aparicio Pla, Gabriel Blanquer Espert, Ignacio Hernández García, Vicente
UPV Unit: Universitat Politècnica de València. Escola Tècnica Superior d'Enginyeria Informàtica
Issued date:
Abstract:
The work described in this paper tackles the problem of data mining and classification of large amounts of data using the K nearest neighbours classifier (KNN) [1]. The large computing demand of this process is solved with ...[+]
Subjects: Grid , Parallel Computing , Threads and Data Mining
Copyrigths: Reserva de todos los derechos
ISBN: 978-3-540-71350-0
Source:
High Performance Computing for Computational Science - VECPAR 2006. (issn: 0302-9743 )
DOI: 10.1007/978-3-540-71351-7_18
Publisher:
Springer Verlag (Germany)
Publisher version: http://link.springer.com/chapter/10.1007%2F978-3-540-71351-7_18
Conference name: 7 th International Conference on High Performance Computing for Computational Science VECPAR 2006
Conference place: Rio de Janeiro, Brazil
Conference date: June 10-13, 2006
Series: Lecture Notes in Computer Science;4395
Type: Capítulo de libro Comunicación en congreso

References

Cover, T.M., Hart, P.E.: Nearest neighbour pattern recognition. IEEE Trans. on Information Theory 13(1), 2127 (1967)

Foster, I., Kesselman, C., Tuecke, S.: The Anatomy of the Grid: Enabling Scalable Virtual Organizations. International J. Supercomputer Applications 15(3) (2001), http://www.globus.org/research/papers/anatomy.pdf

LCG: World Wide Web Computing Grid. Distributed Production Environment of Physics Data Processing. http://lcg.web.cern.ch/LCG [+]
Cover, T.M., Hart, P.E.: Nearest neighbour pattern recognition. IEEE Trans. on Information Theory 13(1), 2127 (1967)

Foster, I., Kesselman, C., Tuecke, S.: The Anatomy of the Grid: Enabling Scalable Virtual Organizations. International J. Supercomputer Applications 15(3) (2001), http://www.globus.org/research/papers/anatomy.pdf

LCG: World Wide Web Computing Grid. Distributed Production Environment of Physics Data Processing. http://lcg.web.cern.ch/LCG

Message Passing Interface Forum: MPI: A message-passing interface standard (2003), http://www.mpi-forum.org/

Gropp, W., et al.: MPI: The Complete Reference. MIT Press, Cambridge (1998)

Drepper, U., Molnar, I.: The Native POSIX Thread Library for Linux (2003), http://people.redhat.com/drepper/nptl-design.pdf

Frank, E., Hall, M., L.T.: Weka 3: Data Mining Software in Java (2005), http://www.cs.waikato.ac.nz/ml/weka

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