Method and apparatus for providing fast kernel learning on...

Data processing: artificial intelligence – Machine learning

Reexamination Certificate

Rate now

  [ 0.00 ] – not rated yet Voters 0   Comments 0

Details

C706S048000

Reexamination Certificate

active

07970717

ABSTRACT:
A method and apparatus based on transposition to speed up learning computations on sparse data are disclosed. For example, the method receives an support vector comprising at least one feature represented by one non-zero entry. The method then identifies at least one column within a matrix with non-zero entries, wherein the at least one column is identified in accordance with the at least one feature of the support vector. The method then performs kernel computations using successive list merging on the at least one identified column of the matrix and the support vector to derive a result vector, wherein the result vector is used in a data learning function.

REFERENCES:
patent: 7376641 (2008-05-01), Chang et al.
patent: 7664713 (2010-02-01), Haffner
patent: 2007/0086655 (2007-04-01), Simard et al.
Lovell,B.C. et al. “Support Vector Machines for Business Applications” 2005.
Goharian,N. et al. “On the Enhancements of a Sparse Matrix Information Retrieval Approach”. PDPTO'2000. 2000.
Namburu,S.M. et al. “Experiments on Supervised Learning Algorithms for Text Categorization” 2005 IEEE Aerospace Conference. Mar. 5-12, 2005.
Haffner,P. et al. “ACAS: Automated Construction of Application Signatures” SIGCOMM'05 Workshops. ACM. Aug. 22-26, 2005.
Santoro, N. et al. “An Improved Algorithm for Boolean Matrix Multiplication” Computing. Springer-Verlag. 1986.
Kudo, T. et al. “Fast Methods for Kernel-based Text Analysis” Proceedings of the 41stAnnual Meeting of the Association for Computational Linguistics, Jul. 2003.
Goharian N. at al. “Comparative Analysis of Sparse Matrix Algorithms for Information Retrieval” Journal of Systemics, Cybernetics and Informatics, vol. 1, No. 1. 2003.
Toledo, S. “Improving the memory-system performance of sparse-matrix vector multiplication” IBM Journal of Research and Development 1997.

LandOfFree

Say what you really think

Search LandOfFree.com for the USA inventors and patents. Rate them and share your experience with other people.

Rating

Method and apparatus for providing fast kernel learning on... does not yet have a rating. At this time, there are no reviews or comments for this patent.

If you have personal experience with Method and apparatus for providing fast kernel learning on..., we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Method and apparatus for providing fast kernel learning on... will most certainly appreciate the feedback.

Rate now

     

Profile ID: LFUS-PAI-O-2671316

  Search
All data on this website is collected from public sources. Our data reflects the most accurate information available at the time of publication.