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Vestnik Yuzhno-Ural'skogo Universiteta. Seriya Matematicheskoe Modelirovanie i Programmirovanie, 2011, Issue 10, Pages 82–89 (Mi vyuru188)  
Computer Sciences

Parallel implementation of prediction algorithm in gradient boosting trees method

P. N. Druzhkov, N. Yu. Zolotykh, A. N. Polovinkin

N. I. Lobachevsky State University of Nizhni Novgorod (Russia, Nizhni Novgorod)
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Abstract: Several variations of parallel implementations of one of the supervised learning algorithms, Gradient Boosting Trees (GBT), with the use of Intel Threading Building Blocks are described. Results of experimental comparison and performance analysis of different approaches to parallelization are discussed.
Keywords: gradient boosting trees, Intel Threading Building Blocks.
Received: 29.04.2011
Document Type: Article
UDC: 004.852, 004.272.26
Language: Russian
Citation: P. N. Druzhkov, N. Yu. Zolotykh, A. N. Polovinkin, “Parallel implementation of prediction algorithm in gradient boosting trees method”, Vestnik YuUrGU. Ser. Mat. Model. Progr., 2011, no. 10, 82–89
Citation in format AMSBIB
\Bibitem{DruZolPol11}
\by P.~N.~Druzhkov, N.~Yu.~Zolotykh, A.~N.~Polovinkin
\paper Parallel implementation of prediction algorithm in gradient boosting trees method
\jour Vestnik YuUrGU. Ser. Mat. Model. Progr.
\yr 2011
\issue 10
\pages 82--89
\mathnet{http://mi.mathnet.ru/vyuru188}
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